{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Building cancer-detection system with RadIO"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook we are going to use data from the [LUNA Challenge](https://luna16.grand-challenge.org/Home/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "PATH_TO_FOLDER = '/home/alexander/Work/Notebooks/Old/PyData' # your local path to folder where the downloaded data folder lies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "assert 'data' in os.listdir(PATH_TO_FOLDER)\n",
    "import sys\n",
    "sys.path.append('..')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. CT-scans and Lung-cancer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# some imports\n",
    "import numpy as np\n",
    "from ipywidgets import interact\n",
    "from utils import pil_plot_slices, load_example, show_slices, get_pixel_coords, show_images\n",
    "\n",
    "import radio\n",
    "from radio.batchflow import FilesIndex, Dataset, Pipeline\n",
    "from radio import CTImagesMaskedBatch as CTIMB"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* CT-scans are 3d-arrays of data. Cancer in lungs is represented in *pulmonary nodules*:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dc70eece0d374f6d8b451b7f9f519562",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.49, description='height', max=0.99, step=0.01), Output()), _dom_clas…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.<lambda>(height)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# plot a scan and a corresponding mask\n",
    "PATH_TO_SAMPLE = os.path.join(PATH_TO_FOLDER, 'data/scans_sample/')\n",
    "\n",
    "bch = load_example(PATH_TO_SAMPLE, radio)\n",
    "interact(lambda height: pil_plot_slices(height, bch.get(0, 'images'), bch.get(0, 'masks')),\n",
    "         height=(0, 0.99, 0.01))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Building detection system-workflow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `Dataset`, `Pipeline` and `Batch`-class on `MNIST`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "CT-scans are voluminous. It is not possible to store all scans from the dataset in memory at once. In order to work with such datasets we use\n",
    "* `Dataset` and `Batch`-classes which capture **indexing structure and the logic** of data-processing\n",
    "* `Pipeline`s which represent **sequences** of data-processing actions\n",
    "\n",
    "Let us set up these structures for `MNIST`-dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "PATH_TO_MNIST = os.path.join(PATH_TO_FOLDER, 'data/mnist_subset/*blk')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "preparing *index*, a structure that indexes files on disk (or somewhere else):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "mnistindex = FilesIndex(path=PATH_TO_MNIST, no_ext=True)\n",
    "# that is, we need all files with .blk extension in a certan directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['35668', '41810', '16776', '9106', '10122'], dtype='<U69')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mnistindex.indices[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The logic of data-processing is implemented in `Batch`-classes. We use `ImageBatch` for `MNIST`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from radio.batchflow import ImagesBatch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When combining `Batch`-class and `Index` you get `Dataset`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "mnistset = Dataset(index=mnistindex, batch_class=ImagesBatch)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "before starting any computations you need a plan - `pipeline`. `pipeline` is a sequence of `actions` from the `Batch`-class you use:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# nothing is computed here!! it's only a plan\n",
    "pipeline = (Pipeline()\n",
    "            .load(fmt='blosc', components=['images', 'labels'])  # load data from disk\n",
    "            .sp_resize((23, 23)))                                # perform resize of mnist pics from (28, 28) to (23, 23)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "real computation starts when you pass a part of your `Dataset`, a `Batch`, through the workflow:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "bch = (mnistset >> pipeline).next_batch(batch_size=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_images(bch)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### It's your turn now!\n",
    "Let's get back to CT-scans and cancer now! In this section you need to assemble a small pipeline, that `load`s scans from disk and `resize`s them.\n",
    "\n",
    "(We will help you, of course)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Set up the index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_to_scans_sample = os.path.join(PATH_TO_FOLDER, 'data/sample_raw/*.mhd')\n",
    "luna_index = FilesIndex(path=path_to_scans_sample, no_ext=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['1.3.6.1.4.1.14519.5.2.1.6279.6001.621916089407825046337959219998'],\n",
       "      dtype='<U126')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "luna_index.indices"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The logic of data-processing in `RadIO` is implemented in `CTImagesMaskedBatch`-class, or `CTIMB`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from radio import CTImagesMaskedBatch as CTIMB"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Use `CTIMB` and created index to set up a `Dataset` of scans:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "lunaset = Dataset(index=luna_index, batch_class=CTIMB)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "to make sure that everything is OK, run this cell:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.3.6.1.4.1.14519.5.2.1.6279.6001.621916089407825046337959219998'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lunaset.indices[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You need to load scans from format (`fmt`-arg) `raw` and `resize` them to `shape=(256, 384, 384)`. Note that you need `components=['images', 'spacing', 'origin']`\n",
    "\n",
    "First, set up the plan of actions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "preprocessing = (Pipeline()\n",
    "                 .load(fmt='raw', components=['images', 'spacing', 'origin'])\n",
    "                 .resize(shape=(256, 384, 384)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, run the computations by passing a part of `lunaset` through your `pipeline`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# you need to get one item! So, batch_size=1 \n",
    "batch = (lunaset >> preprocessing).next_batch(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "check out the results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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H+Xw+I3A4BnncwMAAstkstNZ4/vnnj9VUegRPEJwwNDAwgFgshmAwaL6jViZjSWaVpj21MLW0UsowaKfTMQzI36WZD/QsAKBnOfBekul5P8nUFBr8LMcHAI1Gw3FvktbaWCSBQADT09Pm8/LyMhZsd8ajo0OeIHgdUzQaxVAyCQBIp1IAeia7Usowl9T+nU7HoaGlFpbmPy0HYgUkKTB4fQqBUCiERqPhwBEoTILBIFqt1n7uA8/ncbw/x8rjiSvQZeAzUagEAgFjjfT19SGbzUIphT179qBSqRyL6X9TkScIXmc0NTVl/h8IBABb87nNfCkQgJ6ZTkZym+88nyY5AUQyGr+XVoN0MwBLe0ttDlgMT0xACiS/32+YX5Lf73dgE2TybrdrBIX7vpJ4ff4dGRkBAIyUy5bg2rfv1Uz/m5a8PILXEREsA2B8eJJkQDJNIBDYDyegNUAfn3+lP0/Gl1qb13V/lppZMqAUHhJv4DEy2iCZV1oTPL/b7TqeVd6XcyEFlHRTSBQiUpB6dOjkWQTHmeTCldqQi18udprtZEQeL0kyOLW+GxugXy9dCRlVkCY9GZT3k/eUVggjBjyWoclGo+Ew71utlrk2z5H4hrzvgdwG3k/OG3GQbrdrBKrWGi+88MKrej9vFvIEwXGgXC6HZDKJUCjk8ImltiZzUhMD2I9pgR6DrmRGrxTv11qb+5IBpTaWprs7vEhmXIl5pRDjXwogCheJIcjru4FOXoO/BwIBNBoN8zwrhTEBWIIvFjPHKKWwbt06dLtdVCoVzM7OHtkLexOQ5xq8hhSPxzE5OYlsNotwOLwfQ7XbbWNKAz2mlIwhgTOex0gCGY/akse7cQOJLUjtLrUshdFKDM/zpHsiGZjE35VSxjqh5ua13Jqd95ZCRCmFUCi033PJ68iwJo9jBMPv9yOdTmNqagrRaPRwX9ubgjyL4DUgd6IMAMMY1Hg01ykc3BEBAA5Qjcd2u13jQkQiEYfWlaZ9IBBAvV43jEmi1SH9dDI5tbAboON5MsIgryEZXoYAaTW4AUV5HtATCLymzEaUAou/yevIKIYUNJzXsbExBAIBNJtNz20Q5FkEx5jWrVvn8POBnn8sQTHpA5MkoCYFhwTq5F+3RUBBIQWNNPUl43FMbovELQSkuyBj/xwb4HRzeG03yMj7yvu73YWVMhilxSHxCjnH7uQm6foAPTeJqdgeeRbBMaN169YZDU6SDE8GlQk9wWAQ9XrdgfLzPIJ+PIegm9undlsTElOQWlvWEUjhIjW9FBT8TZ5H4nFSYFAzS8Ei7wX0shfdQKE7pRmA49l5LsOW0tLgMTLxyW1tSIE7PT0N4NXVObwRyBMER5k2bty4X0IOicwE9JjSvbiJHTAzkAuax7daLYRCIWPmAz1T3g0YyoIjMoM7fCeJ42g2m/vhBTyX95HRDRmZkILCrfnlHKyUtyCxErd7w2fl+EOhEFqt1n4AKl0dKcjkc0pcpdlsmne0bt06KKXetKnMnmtwlGhiYgKTk5OORB0ADoZyx/xp7lKT0eelOUx/X4bm6CYQPHMDZSQKDTKSjFAA2A+McyPx7jFLlwBwAoFS4FFz89rSOpHkTouW95BZi7wO/9K94dz4/X5H2jXQE2Ry7G6SVg2FLmAJhPHx8f2Of6OTJwiOAjEKIIE99yJ0++TyN+nf8/8ygUf67DxG/nVjC4AzdCjvKbXkSgznZiCJwMtryiQft/CQ2tidHOT28d2FRvLZ3JgEryetH5k8JZOfZFjxQIJNzoW0UoLBoKOi881AniB4FRQJhzE0OIhcLmcWP8t73X60ZHaZEegGEvmbW4u5AT/pz6+UmScXeigUglIKkUgE4XDYkX1IppHAm8QwWI0YDocdAsMd+nNrfKnd5f8loMk54zNJ10XOjbvgSeIO0rLhPMmQ5UrgqLyHFDQSwM3lcpienn7ThBs9jOAIaWpqCunlZRMmIwjV6XQQjUYNWu1mSsBZD+BODmq1WisCcgyTERuQPQCI9rMCUDJ1KBRyhPkoFKg9K5UKusvL5v5kBGp/t9aU2Y0SpGy1WvuBoxK95zPw2TgumRfBc6Xb4Ab8VnJdZKTBjRFI/EQKIbpbMtpBoSTf2ejoKAC84bEDTxAcJq1ZswbhcHg/TRSJRNDpdBCJRBAIBFAulx2NPYAeM7vRfBKPk0Cg9JkBi5EBS5iEw2FzLn1lrbVDi9XrddRqNQAWQFYqlQzz+nw+xGIxxONxNJtN+P3+/Rhd5jm4rRc3BiBBRbdAAYBEImEEQLPZdGRVxmIxY01JppVCsdvtolqtmutzbuRc8Tie565RoDXRbDYdmYoUHtLakRbcunXr0F8sYu4N2ijFEwSHQWNjYw5/kkk8/f39iEaj5rdiseiIX0tAz+3fUzNJrSfNf6kVZQhRakUKHzJSt9s1Jj19XsBa0OFw2DA9AIeQCAaDxt+WPjstAQoogmuyboC+u3RHOJ5wo4FgMIhkMolKpYJ6vW7GJ7W/dFl4DdYqcF5isZhB+w/Wy8A97+5wpFt4yP+7oyoyUpLNZIClpcNcOa9/8gTBIdLU1BR8Ph/6+/sRCAQQiUQwvGcPtNZIJpOYnZ1Fu91Gq9VCq9UyTC3DbHJh+nw+DA8PY3Fx0REaA3rMQQ3d7XYRiUTg9/sRiUQA9CwDnlOv1x0ZeO4qRPr9wWAQ0WjUMHG320V5YcEIE5mGLLMOm82mAUTD4TB8Ph8SCavVJrERHsvWaHRfgtUqOp0OarUatLZqHWjBEHughSMZlozu8/nQbDZRq9WglDJWBZ+bgo4WijsPgVEWCoyVQovu8OtKghiwBObk5OQbzlXwBMEr0NTUFAKBABKJBIaHhxGLxVAqlbC8vIxKpYJWq4WXtTaLVC4gGf9WSmFgYADxeNyY8I1GY7/moH6/3zCc3++Hv1o1zEtqt9uo1+sOlwGAw5LgcdSerPyThUHU2vF4HK1WC9Vq1TCM1OihUAiJRMKhecnUfE6a7Fpr1Ot1ZLNZkxzVarXQaDTQaDSMQPL5fKhUKg7tzXmRTCkxEApBwBIALNxaXl42Y2F+gQyH8juS1PgSIJTz2Gw294tkSCE7OTkJrd841Y2eIDgIfeADH0AkEjFm7/z8PF588UWjqUqlEpRSxnwFnMk39EVjsRgymQwGBgZQKpXQarVQLpdRLBYdBUOJRMIR96d2leEwMjH9dvr7UuNJAUOSPjHQ87cpVMLhMDKZjCOtV5YQE4Ak48fjcZTLZSNo3G3RlpeXjfnfarUQjUZRr9cNIzHW704GAnrFVhwnwchoNGqeNRKJOPIQ/NWqCWlKgUwXhgBro9HYz5riXLpTpvnc7tCvBCOnpqbw3HPPHZX1djzpuAqCBIBfOYbXP+dVnDs4MIDVzz9vQlDMYpMm9Sm2QCBzyDi21GjJYBDxahWt555DqVQyC54RAvrkftt3l809Ny8vA6rXR0DmF3Ahu0FHCaZJ60SmIRuqVHBGowHYroVb6LjDbEqMhc8uw3qdTsdgATzv9EYDoXYbVbV/1yP3/MlrcuwEYTu7dztcrkgkYhKsNtnWBu/Ja0ihwjkjFuIOmfLePJbvj9c7vV6HAuBfWjLPrLXG0eyJ9GrW7Ep0qG3Rj+sGJwPH4+aHQOOrVyMQCGBhYcGBRNMyAHognN/vRyaTMdhAq9VCJBJBMBg0PjRrCJbtcCMXIsOMktlkNmCn00Gn24VP9foP0rynC0FcQjIqmVkyhGRYNxjWFeE1+ftK55OR3NckgzN64k7yaTabiPf17efSyJDgSjF/dwk2U7A7nY6xZGR2oYxiuBOWiM1IpneHO92Cz5HfoBS69juQwn54aAhaa8ycwG3Sjosg0Fp/D8D3+pW6+lhuFkE6nHts3LgRD9uLxaGFbdMyEI06NAkA3BoOI5RMIpFIIJPJGOBscXHRmO/VahVIpRxJLgTBuBhpbbjTiYPBIH4wMGAWfLvddvjoyVWr0Gw2DaAmwUZJZCr60sQOYnYewV39/Y77S61MIUfg012URIEIAPPz81DptGEWMuUtkQgyNkDqLm6SLgnvFwwGDTBbLpcRDodRq9XMuDnPNPv9fj/uTKVQLBbNM0uBJ318+YycEwowaZk4krhKJQDAzamUwz0w90iljpqb8FrwhSQPI7BpcnISuVzOVNgBzhZYMqZM5k7AWizsve/3+7G0tGQWJv+Wy2Xjt8tYtdRW7j4BXOzUsIAF0M3Pzzu0sd/vR6PRMJoymUyi3W4b/ILXisVijrHL8VRtVH/eZpJYLGasD1o9wWDQ3JMdg5gL4Pf7kc1mMT8/v2K/A2lllEolJJNJh5CUVpdMjGq324jH48aKkMlCDB8ylEotHY1GjbVAHCIUChnwjwwvSbobQK/8utNZebMWPhdJdnCenJzE8vLyCdcNyRMENo2NjRmNRKSbJi0Zhtqh3W4bEFEuLIJr9XodAFCtVtFoNFCv103aMbWo1IJc/P39/UZAUGN3SiV0u12zsN2xcZrM6XQaWmssLCygv7/fhBMJEHLcHAvgTAPmM8RiMXMuAAP4yRg+3R8+QyQSMZiAROwdWARgrCxqegpESW4wToYEiebT9eE15fMQdOWz8RkowGSikMM96jrbsgHOqk75m7SUgF6reEZm0um0JwhONJqenkYmk0Gz2TTZgECvGzBj6zS3y+WySfVl2Gqfy9ckucNPzAmQ1wuFQkgmkwZHoN9LM58JPzIMSN9WZt3Nz88jHo/D7/djYWEBfbY/XiqVzLUp3GQCUygUQst2DTKZDCqViiMZitRut1Eulw1iz3uEQiHs27fP4WqsBGJKX7tcLiOXyzmsGwoqnsNnk0wOOLsWyWvTQuCcp1Ip1Ot1LNnAnjT9SVIIuPMKJMbB8Rwot4DjkoVLU1NTKJVKmJmZeYUV+PqgN7UgYA+7arUKwDK9CUzJvHSZlAP0NAB/B5zdhNyAlWzmSc0WiUQQjUZRLpfR6XRQqVRQq9WMmUmTmvdgbF9qSP4eDofRsLP3qJnn5uYQiUSQzWYN80kty/E2m03DiMyIpGUkfW8KDq01YrEYUqkU+vv70Ww2MTs7a8YkmUpeSwKPWmsUi0VkMhks2Vl60hcnwyYSCSPAZKsz5llw7AxLdrtdlEolRKNRRKNRxGIxg8PQ/ZEMy7mV7wzoYSkyeiPdOBKFsewWLXGPRCKBQCCAXbt2HdV1eyzoTSsINm/e7Cgw4SKXCxqAQ7vJRSQ1Axc5FwMz66QAUEoZIHFhYcG4DIlEwjCDO+1VIuGMfdOvlm5Gq9VCIpEwuQI0z+lOSE3FHARGNEKhENKzs/D7/Vi/di3C4bARUolEwuADsVjMGRJNJtFoNLC4uIi1a9ei0WigWq0aa4lJRM1mEwO7dqHRaGBgYMD8RiAuZe/ALN0RoKeZ6ZowM1GCeaFQCOPj41Y05vnnTVSgUqmg0Wggk8mYGga6FfJ68v26NbwbNJQdoaQwcO80zfnhsclkEmNjY697YfCmFARjY2PGjyfJkJXbLKbk5+KhAJF5A1IYMJwH9AptqPWXl5fh8/lMSm+xWHQIHgmgSc3vNukl2Mh7cqy0aoisK6UQjUaNGzIyMoJsNotkMon+/n687amnEI/Hce6v/qoFgiYSJkxJEJLZebyu9LMpSKmhuS0aMYn+W29Ft9vFwFveYpi0WCyiVCoZwVCtVk3EgxmRdDkIXPJ+xG0ikQiKxSICgQAymYxxowCLQefm5hCLxRCLxZBOp02oVdY6UChx7DKHgvdzhwv53mXGYrvdRjgcNsdKJRCNRjEwMPC6xg3elIJgpRpzd5xdugRAD5SiJpOhORkh0FqbAiQCbPSFybihUAixWMwIBXf2HtDzSTk2aWFIcE+6JvSxA4GAwQsCgQByuRwGBwcRi8Wwbt06DA8Pm+3UA4EAhmy035fLGbCTz06TulqtOkx3aa5TEDAF2N27IDM4iE6ng1NPPRWtVgvNZhOlUgnVahXlchnVahVLS0sol8solUpot9vYtWsXxsbGUKlUjCaXKdOcs1qthmw2i2AwiIWFBXTt1Oh2u22sFJnWzExNYhp0C6U1RhOf30lXzR1a5DmcC64D9/GvdwDxTSUIBgcHTahPZtHJZBwZypL/lznvPJ/fx+NxxGJcp4dGAAAgAElEQVQxo3Fkim+5XHZkA6bTadTrdSwsLDi+J5Mz1AU4dxImA8oyYf7WbrcxMGClZ3U6HYyMjGBiYgLxeBybNm3C4OAgBgcHHeAXx9fpdNC0NfL8/Ly5B9CrTCRjSPReRgAo4Jh63el0TGFTKBRCrV5H2DbPfT6r9DmbzTqQf85bvV5Ho9FApVLBzMwMZmZm0Ol0sHv3biwvLxsBwrluNptGw/cPDCAViWBxcRHhcNjhclQqFUQiEVMzwbHQRZJuIjW7DCUDQNZ+X0P9/SaXg2ORc0IhI8nn872uQ4tvKkHAGDt9ScCZiebOeKNpJ8N8MiuN/QAIRq1E0pTOZrOo1WqOqj5pWayk6SUmQWwAgIOpM5kMJiYmsGrVKpx66qmYmJhAJpMxyHuz2TRgIv12hj+11tAijMgcA1o0AMzClkIQgGOTFl6T/+ecVatVpO1xa60d9QvU3KysJC7B+TrppJOwbEc0FhYWMD8/j8XFRezatQtLS0tYXl5GuVw2dRudTgeztjXGakkJijabTQOiEmCV74jvf0mUGUusaLlcBgCU7czRTCaDXC6HUqlkzpHCm3PI8u1AIIBUKuUJguNJF1xwARYXFw0jRiIRRCIRI82bzSYqlYpD09IfZ0ovv6cV0LIR/7YtENwmIv1OFh5Vq1VTNisFDxc+NZLbVXCHIYna9/X14YwzzsCWLVuwevVqg6Y3Gg3UajWTYSfHw3JfYgAUPtSg8hlk6TFgCTzZAYmYASsVyXQUQKxwbHc6CAjBRe1JBqxWq+ZdSGuNhUaA1Rx2ZGTEREBowezYsQOzs7MYbbdRbzQwkkiYgicKv3q9biwtGUWIRqOmmzFdDzc5cjpsIc3IDF274eFhhzKQkRPOM98fk45eb2XMbwpBsGHDBpOFFggEDArOMuJAIOBYFHxhROBlllmn00E8HndEC1aqoJOWQDgcRjwex/z8vEPrSwEA9MpjpZsi3ZJu16r6y2Qy2LJlC8bHx/GWt7wFAwMDZqFXq1WHa0FTn88gLRGHFWA/N59BLn45Bj5PvV5HLBYzx8i0YOIFJlqhet2O3CFG/p8MwzCpxCF4D/r2QA+EpWYeevllLBWLyGUy5r0Vi0VjdRCglfkYtHz4bDLjU+IxFNDM+2CVKIUHoz8UUpxvvgM+oww7b9iwAb/4xS9ei+V/SPSGFwSxaNTE0tlQo16vY95uOUWN3Wg0kM1msbS05EhakZEBhrsAYGlpab90U4nWc/EAPYZ3h6jkdUkySYjAFmABnGvXrsVZZ52Fd77znUgmk0ZrN5tN7N271xQ7Ab0iKTKtrHKUGtmEBEWSDMuEZfakBEilUCRqzg5HfF5qYTKBFAQyv4DCl4wlOyDxvrRUiAuwxoCgZ7VaRf+OHSiXy6hs2oTt27djaWkJ8/PzFoDowljI8FpbvROYJRmPx809+ZfWTygUQswGF0ulklEoPp8Pc3NzGB0dxcDAgKMsG+hhMTLc6864fD3QG1oQrJ2YAACjWcrlsjHr3AwpTdRarebIdKP/SAYnACjxBHcOu4zdsyMPGRDoCQeeTwaRAiMYDCKdTmN6ehobLrsMJ510Evr6+lCpVBwJQmR4muscJ5FzalEeSxNfIt/SRXBHKLiApdbkHMqMO2pSanUyuBSYnA/OA8O4TDumMKVZL7MCZbKXtCwikQji8Tii0Sg2bdqEkZER1Go17NmzBzt27MDMzAwqlQrm5uYc7c0k4Mjry2elZSMBTI6V74lJTwsLC4jFYhgZGTHdquTcyTnm33Xr1sHn870u+hm8YQWBrIlv2EgxP0uSYa5ms4lUKoVQKGTi0zJRKJPJYHFxcb8cdOlKJBIJA4pRsDB1GOgJDbmYZUITq/ji8TjOO+88XNZoIJfLYfbMM1GtVjE3N4dms2mYiQAgzXSgh/Izj0A2QyXxfhIVl4IqHA6bkCG1uYyuyEgCrSqa5DLN2OfzAcq55bu0jKSGluFIkgRJeQ6tEGnh0C3JZrMmD2JgYADj4+OYmZnB7Owsdu7ciZmZGSwsLBiQMhKJmFyBYDBoUsj5WRZvubMMiR8Eg0HUajXU63Wk02mMjIyYLE1aNDIHRM4Ni7wOBDa/VvSGFQQjIyNQImNPMqJc0FzoXKASIOPi63at6j2mA8swogzHsVw2FAoZFyKVSmFubs7cW1oibnwhGAwiEolgw4YN2LhxI9797nej78c/NhZAtVp1nCPNfvq7MgGHeQBc7HxGua1aq9WC8vnQFenTEuwDLJAwGo06egjS96ZWlsk0nE9aBW2RlSfdBOmCSJyA78ydVEW3i2OQyVt8T/LeqVTKWBqpVMqY7Vprk4xExqQbIzspuYnvXX6mZUDLkQqEORW1Ws28G9ZCSGHY6XQwOjp63K2CN6QgWL169X4ajyYwpfFKGoqardVqmQo+AKYOnn0JZbhJ5hsweYgmuVIK+/btc8TgpUagUAGsTsTr16/HZZddhvPOOw/dbhfFYtFgEVyckpGZtUZ/HOilypKZ3WW6AIzZbRhAhCxl9IDjYz59LBYz4CkZUwJqbsyE2lJ2BJJzLzMWZThUYizudGq38KUwIlPR3KebkU6nTTr0yMgIXnzxRbz00ksoFosm4rCwsGCenwKEyUpS8BrB6bIMKJQ5Z4uLiyabk1Yi+zcSV+Ea4lyuWbMG27dvP5pscFj0hhME4+PjRisyx5y9/AFnXBjoaWmZPAQA+/btczQBoaZxx9IlykyN7S6x5e9c3LIvQDAYxPnnn49TTz0VF198MZaWlrB7926T0BLpOrdAZ9IKFxa1m8QnaNpycbKen+Yun4VCks9PhpMCRPq41WrVCAbiAO7sOjKIDNtxHmSolkCbdC14bQo7PiMtAumO8DlkQ1POtSz84dyzCCkej2NkZATVahXPP/88XnjhBezZswc7d+40LpyMJPl8PhMJoLLgv263awSDjCIxgiIFWzqdtjaT6fYasMhEpGg0iomJCeCll44OIxwmvaEEATsO00z32dEAv9gIBIDRFn6/34SU3L9zQUjQjIxIUzNmA4eAtf8hM9rkbkSAs3ZB+sMbNmzApz71KUxPT6NSqeDll18G4IzXSyuCwqzdbiOZTJquQSQ5VqCXR0+NToEhMQ4ShQ3QM4ElAwO9Fuq8HkOyPIbCh+a/YVKloG1Ak9ckzkGGohtBbSktJ4K28XjcALlSMxvTXDRPIdFqIFgbi8VMduHY2BjWrVuHJ554Aul0GsvLy3j55ZfNs9GKYpk6k5DcUYGU3RWJ71xGCiggyuUy4vG4qTmhEJDNUCKRCIYGB49Ly7M3lCBIp9MOVL5lhwilL8eFSvNa7pxDIogE9PYYkJgCpTsleSaTQblcNotTgowyJi19++HhYVxzzTWYnp7G3NycSVWV4CQFj0TkiQdIM5s+vPTrqZmAHiBKK4PNR3i+dI2AXtiSjCDzGGhhOEKPQvDIHHsTMlQK7a4zWUlqVjIyAAOAUhjRZaBLwu8kfkOG0iLUyXFxvpkfwvMikYjJvuR19u3bZxKVaKG0220Ui0WDG9FKoHBi5MCddSqFUadjVU6yBoVWjow0EZtxg7qvFb1hBMHU1JTJpJM+HWAxAlt1UTrLXoEk+TtRdwoJn89nkHkiwtRODOVJl4Camd9xUb7jHe/A7//+7yOdTmNubg67d+82HXQYU6f24jmMWfO61EwyYYnXYIYeFxw1LBkqYWfecVzSx+bCdLsH0m2QDVsAZ8NV4gGtVstYZRwzBRT9btlDQYZApRXE45kDIa0Y6eI1m00ku72KTFoaxCAoIClMaO4DVn7G5s2b8ba3vQ3dbhdbt27FLbfcgp/97GcOV4SNYgAgZtdJtNtWm7disWhqTaQrJoHBdruNxcVFJBIJh9AFsJ/SWTU2BrzGZctvCEHAHnsSrKJW9vv9iMfjJpxHkhqOi5cmuRtHoBVQKpUc24VRw3ChUbNIgI3HnXzyyfj85z9vylG3b99uFqYMT9GnpolJgSQxgGAw6EC55f3JXJ1Ox4T0pClbq9UcgCCZDOhZDjI33u1CyNAdBYM7S4/uCJN1ZA5ALBYD0NtngcdJ4JZjoQUAwGASBPGoPSkseX2ZycfPtGh4HOspiPITcPX5fDj55JNx7rnnAgB27NiB73znO/j+97+Pcrlsxig3ZmHoj5vDUGBLd1PiBvPz86bnA6NErAeR1ld/f7+JNr0W9IYQBCMjI4YRyCQA4C+VoLU25r/U8G7NI7VcKBQyVYLs0zczM2NMUMmUkol5bTJkLpfD5ZdfjiuuuMJc4+WXX3ZkDnIcXFgEAylMaLrTh5YLjW6CZGQ+DzMP2VqMVXgMm8m6eZr2MmeATCmRcgomYP+dnHkuNS8FCC0JaWm4tTUBRIn+Ewfg2Pge6Dpwvvj8FIYcOwU2haC0/ihAW62W2eWJQmd5edlYUYlEAldccQV+93d/F7/4xS/QvuEGPPLII+hUKoZh6fvTKuNYs9msIwGKuJPf7zcJSrVazViNFAiAJfQmJibePILgaGxwkojHERPNPmBrl06ng9Ns889tUkokXGpkCotYLAa1sGAAQ/4GwCE8zqjXHVED/g5Y5t65J52E0/1+NP/hH9Cq1RCr1xERITEoBQVnfJ0MyMUee+wxk6vP8ZLpZAIPALQ7HQQDAcTicYRsC0DG26mt+7pdLC8vm4WXfOIJR04Fn8HdvEXiHtK/pzBrdzrwi/khYya3bjULnozsDidKwREIBs0eAj6+G63RFfkHrXYboWAQ9MRTTz3lyDlotdsIiIgD78dzAwIMlc/Msfl8PnP/WiiEk5NJBOt1TI6NIb60hOeff763JkolY8nxmjLdmteTGAItPnf25um1GrpaQ+/ejXdms1hYXDwkPjgQvSk2OOnP5RyNJqiJ+NL5Uqit3f6lXMj0WxlFkICcNI0ls/I8mpvhcBjT09M4+x3vQNx2V2bn5tAR6DFfOC0YuQglY7fbbXS1hoLFBCR3/JoUCoeRdbUT63a7qNuuAu9Xq9fRtZmRXZKo0Rq2mc+NU6ilaLrK8RoAFjBMFRDJNoFAAK12G36CYsJaknUONJn9gQB0t4tAMAjd7YJP1vX5LBDQ1+swDQB+n7P3YLvTsYSHrQT8tmBS9nilEKDwNYVXNtBIa6xtz0/brmtoNpuYm51FqlxGJBrFZRdeiG6ng9nZWdx2223Yu3evAxx0g5scJ//RbZVrSoYSuT7C4TCGh4aw9zVogHpCb3CyZfVqAOi16BZ181LzfDeT2U/zy9gvgUDADjf5/dBixx7Zpkw8g7FCHly3Du9973tx6aWXIplMolgsYs5OOWVkgXX4NBFplnMsNI9lsk0gELC22PL7sXDxxftlpbXbbbOvYlspVO2qSqYVRyIRhH0+U5TEsGfY9q95v+h3v2tFVC69FJVKBbN2RiYtpA0bNjhSkbdv344dO3YA6NVMyHoGZjty/jhf87/yK4YZpDtEU57XkinKtFoY5aFmpSsg8xSUUph973vNO2XdiEybJqBnQsy+Xo2HLKVmJEZahLzO3FlnmdTgqz77Wdxzzz344he/iLm5OQfmxPcqMRz5HXEYRrMajQa6MzPw+/34t3jcpJE/+UYVBEeDpqenTfEPmV8uCAJuEsCTPi4ZWUYTlFIGTyDTAvu7E1xkJ4+P46yzzsJHP/5xozm2b99urg1YeAMTjWi1cFHTXKclQIxBhu94f5ncFA6HrTwGsWlJKpVCIpEwWk122QFgOvHISAFgMTKfWSll0nJZMu3z+TAzM2NKr7XWyGQyiEQimJmZMXNWsf1mZtPlcjlMTU1ZE/bcc1ZEY2wMJXu3IL/fj5GREZOKXa/XsW/fPrODkwz3cQ5kBmUsFjOdoOR7J3jZ7XZNSjRBRgpjhg8lQEdhTdeQ64nCg9fVYn1VKhW88MIL2LRpE37wgx9gaWkJH//4x7F9+3YHcC2Lp/jsFD5UCpVKxeA1stkqYDXafeKJJ44C1xyYTlhBIP1VmfdO05HxYcDZakya80wUYXiIzCiZXpqz4XAYExMT2Lx5M973vvdh/b33ot1uY65ex+LiollIZGhqdb5YMjEXFvMCeBz9fxkKDAaDSCaTWEYv539oaMgcz/TYRqOB5eVlqzWYDUIxJLdq1Sps377dNPngb6lUyiougrMdO2PjBBVrtZoJBZIxo9Eo+vr6sGrVqv3eDfdToA8cRq9SkZTL5dBqtbC4uGhcORY68V1RYDIsybHRkmFjkFKpBEVsQCQ1yffGrEq5SYwU9BTW3W7X7AXBdcEQLQBo4VZSOFGA+f1+/Ou//iu+9rWv4frrr3cApHJdJRIJVCoVE73h+5Dpx61QCOFwGIFAwHRpOpZ0QgqCqakpowWkzyxDRNIHc+cDkMFkqyo3cMPv5KIZHx/H5Zdfjk2bNiGXyxnTn1pOhr+k6UvtLmPNfPFcqCvVQjCLTaa9Dg0NmSiAtFy4ZfjCwoLJ2uM1isWiI9xH6yQUCmFmZgYpe1FLLSw3e6HmSqfTxorRWqPf3iuxVqthx44dWLNmjcFZ2C1Ya42QPYfsJcBGLRK7YX0GQ8FSoMv54nsMh8Po6+sziTixWAz1Ws2Mj9eV0QaOrWYfxzVAE11GVmQVpdxPQro2nN9QKGTCtqVSCddccw0eeeQRPP744458FQp6GZqV61e6fjJFOR6PY3p6Gtu2bTvqvGR45Jhd+RiSNLP4mYtTMqA8jmE0oJeySmbnXzciHo/HEYlE0N/fj8svvxznnXeeAYH27duHPrsQKBQKoVKpOJKHyKTclzAUCpmNPGWGoWx0yr8y88/ns/r+aa0xPDxsMhhlj4NyuWysAd6LjBgIBLB7925Eo1HUajXT1KPb7ZpKSWq8jshPSCaTxr/et2+fQ4OGw2GUy2Wk02kAwG57u/I9e/YgHA5jZGTEuGWcG5lkxD0YDrQnAC0EOZ+AxRC0oGhJAHZOg7Ky/iYnJ02cnx2Q6bfLpiFynTB9OJlMOiwGPisxAzfITFyDLgtTh8vlMq6//nrMzMzgox/9qCk843OwbbuMNNEq5P/5Xtrt9n6t2o8FnXCCYPPmzY5NKmSTC6CXTkzQzOfzmWoyd8ahjF0TQeeLz2az2LJlC971rndhfHzcLH4uLmp5GR/mtdzhNeau09xkmi/r/YFeMpH0G1utFjSAXH8/oqtWodVqIZfLoVgs4vvf/z6eeuopPPfcc8aUDQaDmJycxNTUFN7xjncgl8uhv78fnU7H0byUJj4ZrQ+9kBafhbnvFJC1Wg1r7Q1QAKu2gjQ5OWk6JdFSkWnX1XIZMZuJY7GYMfdlZSFrFQgE8v/ZbBbpdNrcl5TL5TA3N4d6vY5UKgWfrfkbImI0MjICACaTlMlXdA2bzSbS6TT8fj9KpZLBOUgyj4Lb0jFRi8KELgiBVRa4Pffcc0gkErj11lvx4Q9/GNu2bXMIPdk/gpEbMrvbpS2VSojFYpiamjpm5conlCA4/fTTUS6XHeYZ0NuiisyYSCQs/8tuz83FTwHCF8iuNqwtGBgYwGmnnYZcLodTTjkFAwMDxm9bWlpCyY4XE0iSIJA0KaWmisVijq3MZK8DCjFaAlwATFwaHh5GOp1Gw3ZBgsEgbrvtNuN/+v1+5HI5xONx06/w8ccfx4svvoibbroJWmvE43Gk02ls2bIF/f39WLVqFfr7+1GtVtFqtVAqlbD52WcRCATw/RtuwMLCAvbs2YNsNouzzz4b2WwWo6OjKJfLeOyxx4ypTAHY6Vg7MG/cuNGU2/K90HIKNhpIJBJYtWqVo7OSJL47WezV7VpZhLFYbD9BAMC4JgSNU6kUunYyT8tu0U6XhmXccs0kk0mj7Sm0+Ux8RyzwqlarSNphTEYTKCTonlHI8NmXl5fRaDRw880342Mf+xgeeOABAHC0jqPlRleNloucI1Oz4fMdM2FwQgkC2TefZpQMNxFxpe8mk0S4WPjSKCxSqRQikQhWrVqFzZs3Y926dchkMshkMuh2rbqCRqNhrA66ETL3nxpGYgzS35MmNYWYzOCTIUrmM3CDkm7HruILhfDtb38bt912G5Sytk/jmAgQEgyk5cDFtLy8jNtvv91YAGRYMsZ77Wq3b9lais/y85//HLlcDtPT07jsssscLgxdKoKJP/3pT43ApfvDXpE0d7kvIQUyhSnHLJFzmYHIHZHI+G5KJBKAHf7NZrMGRMxkMqYjUTweNwLaLVTYCFXiNO5EMZk/QjxF9mmguwn0gERGfWZmZvDJT34Sjz32mHH55BwSIOb5ElQFnDtZHSs6YQTB8PCwg+m5iOhrcW8+mr003WhqE1yKxWIYHh7GqlWrMDw8jKGhISQSCaxevdpUlgUCAbPZBxc3v5ehJgoAAk+SwWWFHP1eovk0S7mQyHgDAwMOUI0uxg9/+EP8/a23GtOV12TXpFqthtWrVxuhBfT2DKTLMDg4aJqrcAy8FrVQKpUy5jBTd0ulEu6//36cc8456OvrM2PlAubc8DvOE+fD5/MhaINpzWLR3I9+czAYRLVaRSaTMQAZwTyG+DhHc3NzxiLhvLNPIFOZiJsQiJ2cnMRLL72EWq1m2srTPeM8LC0tIZlMmkgKmToejzs2T5UdlIg3EXylUOe6A2BKxWdmZjAxMYFvfvOb+OpXv4of//jHDiXA9cz1xhAsgWXubM3rEe85mnTCCIKhoSHHvgM0jRlm4sLkImBZbzgcxurVq7Fx40acdNJJyOVyyOVyiMViCAaDhvn9fr/pO0c3gmEoqSGI8FPry/x6Mj/dAZlEAjhxAHkdbi/esbU/f1teXsa3b7wR9Xodtf5+xONxA0qSQQi8yV2FtdbGFydz7t692wB+ckFLojk8OjqK3bt3G6Fx7rnnYv369Zi1N0tlvjw3S6U7QI1NYHB+ft5a1PZ1ynYePxOBKDiZa0EhxHwIgpW8HhUBNTdrBXbt2oW+Z5+1Kvv27jXWFI+bsJvYss5jz549SCQSJmcCsPYqoGZXNvBIC4LamozrtnwkwMh1xPtTcW3fvh0DAwP4yle+gquvvhoPPfSQEaLuyEGtVkNiYABLS0vGhWDFaCwWw+Tk5FHPKzghBMHExMR+TTD8fr/ZFYfmFqVkIBBAX18fJrJZjIyM4O1XX41sNmvMQ2muEvklCMjz6V6Qkamdpf9Ks58LQFbi8Xtp0pHRqK3S6TRSqZTphcjGFaVSCaVSCb/3e7+Hi+2YOcNefX19BoST5iqZlsKmWq068t0pBCjA2NSE+Q0SyNq5cyf6+vpMKJI7ETFsSReMgiyZTBrrgdqTQpSLXTI/BSO1X61WM0lK3GiGblSn0zH7CNAtY2SE8X+G8Gr1OmZefBEDAwNm/4elpSWEw2FEo1H09/cb8G1paQnttrX7FMufuZsz3yFdtkDA2mQ12NdnekCS+fkeaEnIzlAmZdm2UOfm5rCwsIC/+qu/woc//GG8+OKL5hm5PvgOa7WaiVoxuYuRnkgkgqGhIcwcxYxD3ysfcvyJYSqZ1svWU1wMcmOSeDyO9evXY/PmzZicnMTo6Cji8bjJmScz8iWwyQgXqAR9KASAXuceWc9AZpACQ6LJEksgsUIylUphcXHRAJZMZtm1axfuuOMOo3m01gYUJKPRjCfJMKgMo1KjxuNxR+wbgCOUSNOXwkrmT9CtoTtGISqPXVxcNM/F2D0tq1A4jEg0aoQDBQujKMQ2aM3xOBKfoVgsmpJfYgrEeUKhEIJ28laxWMSuXbtM2JKKglbM5OQkBu2NWdvttnG5UqmUmR+JQ5lUYzsvwY0X+P3+FRvc8L3IaknO60UXXWTuL7ESeV7UnjMKIuYzxONxxOPxV8lVTjohLAK2IadmoyWwtLRkYuWhUMhs9nnxxRfj5JNPRt8tt6DdbmNWJA5JRF+CU9JSIIPTtJdJL5JBZN4BNZt8sYzxExHmGIhnvPTSS0gkEsYkLZfLuOeee/C1r33N9OoP23305ubmTB5Af38/zjvvPOzduxd33323YSZaKOFwGFu2bMEDDzxgFmkulzNm7cDAABYWFkyvAKLidIcIRFIYTkxMmEIsRkcYOZFhUCLopVIJiUQCmUwGgCX4wqEQ2vZCln58f3+/2TBEgr0U8BKNp+DmfoexWAxLS0sYGBgwgiUcDptNap555hnEYjEMDAwgEomgr68PADA7O4uhoSH4/X4DIvM5OD6a9gz9xuNxaHt9rF27FsvLy2Yrd2ktStxIKggpOJ566il86EMfwp133omnn37aYFkUFsQwmPtC14DrnoL8aNLrXhAwX51mEgDTZDIejyORSGBiYgLnnnsuzj33XCQSCbNLbdxeuJKByTQE65h+Kk05KcElmEdkXxYQ0TJgtyJqY6WUMaPp01MY0CyluVoul7G0tIQHH3wQN910kxkT0LNOiD2w7/63vvUtAMDAwIAD26BAoQVEYVYqlTA1NYVqtYrFxUWjZdmwheNUSqFYLBoQD7C02J49e8y2cHQpZDckzhmzHFOpFOLxuAUI2mExAI40Z46d/jitHwAGuGPqL5OzKpWK0ZTBoLXdWTKZRMMWYolEwrgwtVrNWAVLS0tYu3ZtL2V7eRmDg4OIRCLYu3cvZmZmjAsh93TgfdvtNkK2ldJsNpFMJs2mtnv37jUKhJYpcSviC7QICWzv2bMH+Xwe119/PR5++GHjigHOhCXWVNAtYOZlKBQ6qqHE170gYCgNgOkCm0gksH79epx66qlYv349TjnlFAPSLC4uOiZfptbSpJW99fgdNR13C6YU53mU5t1u1/iIzHmXOfhkKDILEXjGyGk+s9chtf3jjz+OG2+8EfF4HP39/aZ2QDb5LJfLmJiYwM6dO41gWFxcxOjoqGl8ykjKQw895Mh3CAatzT+eeOIJg7VUKhXTwASwmI9hx1qtZtyP++67D4ODgzj99NORSqXMORSeFHQUFARtKRz89jykUikjbLiVOa0DgmFAL6zo9/uN0JZJOGTy1atXY3cpZF8AACAASURBVHZ2FqVSCQO2izc/P2/CgRJXajQaeOqppxAKhTA2NoZIJGK2Sp+cnMQLL7xgrCL2MiT2EAxaG5hE7Pcvs0FpcXC7dlpgXLu0GjkOWg1KKUxNTeETn/gErrnmGuO2aHse6BJQeUiQVFofR4te9xgBJ82UzEajGB0dxdvf/nacc8452LRpkwGYZANQAn60AmRKKP06LmAZQiPQxUk2GX66V7JMTeEPBADVa/jJhS+LTOjr8v9MXmL+QrVaxX333Yfvfe97ZpckpZQBtgAYXCOdThvgSAojgkYSQ6E1QExhcHDQ4RrF43FHZIEWCAUhrSWfz4edO3c6GJ/mM7MIGT5ljwOW9xqwTQhjiZcQ9Ot0Osa1YR2IZCa6Cnxn1Ko05ev1Ojq2gJCFO1w33I+BWnXHjh3Ytm0b5ufnDfpPgVOtVjE7O4tEImFAULp+QC9axXVFE57jpEIJCSvIHVkAYITZmjVrMDg4aCwsCn0KAEZMOOecB5kcdTTodW0RbNmyBd1u14BCk5OTmJycxPnnn29SZ4kfcJFQ8nY6HWjANJzgxHGxkKi9afoDcDSVIMlSVgobLSQ9AOMeULiQgbl4V61aZRjH5/Nhfn4e3/nOd3D77bcjGAya8ODu3buNRSNDS+Vy2ZjR1DI0QQGYzEb2V2y32xgcHMTCwgJOPvlkPProo0gmk2i326ZQKhQKIRKNomNnOspMOa010uk09u3bh7Vr12Lt2rVGcESjUTMeukKAtcBZGMV5NnMgcAQpSJjg4/P5DMPIMlxmMpbLZeRyOczPz8Pv9yOZTBoGDUciiMdi8GezZt4AK1lobm7OpJAvLy/j61//Oh5//HGsWbMGF154IS677DIMDQ0hlUph165daLVaePnll41lQCuLCqapeiXlTMnOZDIOV4GCWBYX0Rqihckoy+c//3lce+21prSc9SntdtsUjHF+m82mSTPvdDoYHx831uCroSMSKQWlzhf/PyZbu27cuNGRt37RRRfhyiuvNM0/2HeeIRxqYSK+WmvA1mJSUxNUAmC0k8/nM2i4rBdwJ/4QL5B17WQMmehCa4Cg08TEBE455RTjtxeLRSwsLOCWW27Bvffea+rfl5aWrBZn556LLVu24K1vfSump6eNqUuTmvdi0RIAgygzFLp69WoopbBnzx5ccskluO2224xLEYlEoGwEHABatqU0PDyM008/HYDFvNVqFXv37sVb3vIWs2EnBSY1rIxcJBIJ5HI5I/joy3KJ8H3JMCfQE+IUaIwcpNNpE5Vh3kQ8HsfY2BjGxsbMuwJ6LdjD4bCpM+nv7zcClpp/165dePbZZxGPx7Fnzx7cfPPN+OIXv4iFhQXTZp6W0q5du4xlIgE/oJewBfQKwzg32WzWRIEYqZKmPdcn3cJ169bhqquuMlYvgWy5nvnOpVXHOdywYcOr5rcjtQg+B+BH9v/vAPCuVz0SF1G7Dw8P46KLLsJpp51m0FW5MYZMM5YZbjRl5e807yUoJZleZgLKajgAZiHJuDqJC0Bm7XHRbNiwAalUCsvLywiHw5idnUW5XMadd96Je++91wCD9IFLpRLuueceABYz9u/ahXQ6jWw2i2aziXg8jtHRUdx9992I2lu+l0olR+JTMGjtovypT30KlUoF99xzj5lPmbAzPj6OHTt2mHn70Ic+hFqthgcffBCtltXVeWpqCh/60IcMo1EYyR2GyMhs1S3zM5rNJkK2oG35fMZqImPJ3Hoi4j77OABG2FUqFVPhFwwGzYYi8r2txCzMAuWa2bp1q4k0RaNRFItFPProo/j0pz+NjRs34jOf+YzZaj2RSGDfvn1IJBIYGhoygpaYEl0nWjeMomQyGRPVkpuqUlHQigAsAbZ9+3Z8+MMfxtatW+F/+GEkk0kk7AIp4hysnWBURrpGRyP9+ICCoKDUuQc5L1NQ6p0AFIDMqx7FCsSQ2/T0tIkcyMIioBcOJJIq47/GfBe+FQDzmSm0NOG5+QQFB3/jQiPGQOHC2vWAaJrhroQMh8MYHBw0lWhcPN/61rfw6KOPmsxGWcAjEWcCgo1GA/Pz86ZIKJ/Po1qt4qWXXsLy8rIZEwVjt9vFM888g3A4jM997nO46aabAPS0GhOlmGlHTKLVauHee+81z/m2t70Np5xyigknEkyTbbtJFBBE8+m60PqikKKJLtvCS/yFmAyvycVOYW16HNgML+P9SilUba0L9DZSZdXh8vIy9u3bZ4Q78RC6S8888wzuuOMOXHTRRYZZE4kEyuUykskkwkJ4cd3INHE+FxUJy8kp5LiGaQnJOVheXsa73vUulJ96yhRL8VllJIuWk7vr0aulg7kGPwJwl/1P/v8uAKfZ3/3I/v9Rp7Vr1+Ltb3873vOe95jsL/prNO+5yGQqLRlBAlMyE5AA2ko58zSbSXQ5KIC4gNhpyO/3m441cjFQU5xxxhmYn5/H8PAwMpkMdu7cieuuuw4PPvigGTfDebVaDZs2bQIAU4EXjUaNGSldlRtuuAF9fX04++yzMT4+bkxTEkOCd911l9lHkWOLxWJ461vfasBVAqy5XA7f/OY38bOf/Qz1eh3T09P49V//dWzatMksNplGKyMzLHGWvRCoiSVTSyyBpjM1NcFPae7TrKbJT3+Z9wLgYBCglyTFtZFMJpFMJg1guH37dpNezPdNi6xareKf/umf8KUvfQnZbBZKKXP+nj17HLgK702lIxUGhXg6nTbul8Rd+Jx05/x+P2ZmZnDxxRfjwgsvdJzL55TzQgHIZzwawuBgrsFXAXwQwB8AeFZ8rwBcB+B37P//5asehYsuuuginH766ZiamjLaSDaSBHrNHKRpT+lKJqf/L0OFcjFTQEiwiqYYXyhDNTyPGo3+njT7+N3w8DAm7L70lPrbtm3Dl770JezcudMIFJnBqLXGk08+aTQdU3/5bAxb+nw+PP7448ZqyGQyxgfm+OLxuAmj/d3f/Z1jc5b3vOc9eOaZZ0xItlarGRNYDwwgFAphzZo1uPLKK809lpeXEY1GTdouLRM+czQaNQxNDcxuQ9TwUmszjMpMSoby6F7RFKYbSFOcZrnbxaM1FwgEQHuAwo/Kga4AE5WkxUJAmnO/detWXHvttXj/+9+Pc845x6wXAnw+O0pChuc9aB3IpCK6X8R26GLymWh5KqWwfft2rB0cxNq1a1GemTGWFxPO5Ma3XGucn1ebU3BAQZDX+lMFpf4NlkC4Ia/1X/O3glJLea3vtv9fPNKbH2hfgwsbDWzetw+xchnqscccoRIZliI6D/S0lbQM4qIwg99JAcEX1tUamgxHc1f39u/z+f2OvQVoUSS3boVSCiMiZ4E9AjudDlSxiNG+Ptx111146qmncPryMraISAOLjGReg0xR9fl8ONUGjXi8OxzZ3L0bp552Gp584QXDmLlcDrPFoqUp77gDa/x+tGwNvvmRR9DZuhUb7YV65plnwnf//aju2oW3zc6i2+3iN848E4Ef/ABauF7EMji/WTsq41MK/kAAAb8fIVug+oNBhJldFwwi9tOfWkLPfo4AgGa7DZ9SCAPwBQKItFpo1OuI2clTUYZnaRrb8+8IodlCxuf3I/Dww8YyaHc6aJMhAwGEGeloNPDhTgcL9k7XWmsEgkFAa4yvWYOlxUVTu6D27sXzW7di6pd/GWNjY+gLBhHats0Ce7/+dcTsaAWUQlekHDPpiIoHPh+G7LCkrClwv0+6WY3HH8cvx+N4zt6ch0qIadLkBWInvG+n08HeFXjpULuEHzRqYDP72wGsLyh1d0GpSfsnLY654BDvZUgpdYlS6vrqCr8NDQ6ir68P4VAIyr6RjMfTClAE5ezvJaLryPkWiUEyu4vHdrhofD4jBHyqV1bKMCGtA/bXJ/FlUbsMDg4CAEqlknEbnn76aSwtLTnGIXPL6fMCPdOW1O12rU1ERcISn8+EOO3ziZEopRAUDVQ6dqosYCURse6Alg9BKKWsLsapdBpdm+mYaUcXgNlygUAAPiGgjXBrW5uHEIMhcKhE/kWz2QRn0Ofzod1qGUHMJqR+v9WLQTKPDL/x/qbc2XZ9lFLWPhIA/IEAmjb4yHmL2G4bhVqTUaZu11RP0u0MBAJ48sknjSvE3zhWn89n9kiQ8X2ttfUc6LWED4fDCNn39vl8gD12vxi3z7ZoZT8KZkpms1kzf8SxOCdMUgsGjjwb4BXPzGtdBXBtQal3AbiloNTf41UmIumD7Gvwa+98J8772MdQtLeMAuAw1clENOOlkABgzCeabj6fDzN2gQevw77/RF7pr8pFLav7aDKS6XktvvSi3a9/dHQUoVWrsHfvXpTLZUxNTeHKK6/E41ojPDQEwFo06XTaMH69XjftwCN2I49gMIhUKoWFhQVzj9uHh03PABay0De/q1zGr117Lf7929/G5OQkfvD444gMDztCm8lk0uot4PfDNz6O+fl5RCIR3Lu8jAvtsZUvuQQfvPpqlOw05VQqhVA0inm7GpI1AQzjMcU7EAhgUeAQPrsnv7YZJOi3NhbxX3EF2q0WmvY+gTIUCVjCk+Ot24lRzP6TEZFQKATNqA1DdLSQPvhB1O2NVms2OLskujr/oljE/fffbz2v/YydTgexbhcnT07i53aZN12xVquFHc0mrrjiCpRhFcAlPvABPPv88yY7FICjNToxkq4tXDj+J5980mh3eTzdz0AggHarhWoohFM//nH89m//NrT9fTKZRHbtWrRaLdPliQllgCU8lnw+bN++/Yh48pAZOq/1nQDeBmAjgPEjutshEMFBGb4jMEUtTY3B/5N56CO73QhmhlGbkJGZ3EItRwyBSUP8zL3qeH/6w/IYNjsBYPL6b7zxRjz//POIRCLI5XKGMRcXFzE7O4vdu3ejWCzC5/Ph/PPPN1q/Vqthz549uOqqqxydhFKplOkLyBqKSqWCcrmM7373uxgaGjIYR8k2LWkZsYBmw4YN6O/vx9q1a42/TgDr2muvNfPMNm4+n8/UJjD/IJ1OG2Fcq9UMAwPOjWEJinG+GQbk3EuXT26iyhoF1pNIPIgJRPT1yXj8S2uFFh+fD4Cx2IjxsIMSLb/FxUVcdtllRsFQKD3wwAPYtm2bcf36+vowOTlp4v0ATPSH1+L5L7zwAh577DEsLS2ZUmtGHpioJBULXZ8NGzbg/PPPN+9odnYWTz/9NF566SWUy2WUSiUjEFhfksvljpjvDsuWyGtdAXDNEd/tEGj16tUOAEW+KLdZLNFiSkZ5rBs8pNaXL0CmiUozPxwOm15y/F4mG8mFPzQ0ZNDh5557DuvXrwcAXH/99Sa6sLCwYMxEWU0Xj8cxOzuL22+/HZ/97GfxF3/xFybm/+ijj2JtJmN6JchCGDIStUWn08HevXst7RaLYc2aNSZUyChEMpnEE088geHhYTz77LOOmv5LL73UJNUwwYnRCLZ1o4Dk3DBkKjsuU/iwwxDnyOfzoW3H2eXGrc1mb7txfie1KkOSAIzAojWRzWaxsLBgYSN2EhJEwRAtJwKHwaDV3JXb3tPtYOp2tVrFjh070Ol0HDkhq1evxo9//GOM2clbOQB9fX3o6+vDM888g1KpZAQW1wiFFPsisk0bGZudlul+8R1x/nbt2oVPfvKTCIVCuPXWW012JQUylR+FXqfT2W+vysOhwzbxC0r1F5T6aEGp9xeUyr7yGYdx7ULB7CLLSZFIsWRUagFmFBpwBnC4EQAcsV0irrQy+B3DPzzPfX3mwvP61DxscdXf349isWi6+37kIx9xdN7x+/0mUw7o1ZvzGROJBK677jqTfdhoNPDQQw8ZUIttwMmgHKfMeyiXy2aX3aeeegrPPPMMdu7ciXK5jGAwaCIHO3bsMGY8S3jXrVvnaLMFwHQIYv9GFksBvR4R1GBKWX0UGUJkJEH6zkop0/uBzE8tLt8FrQOg5xbSb5Ypu6ws1FobXIJjqdnugUxUajab5v1QEZx33nm44IILkEwmTVRkcHDQdLBqNBp46aWXHPsUSBoZGTFZj2RIt8XKtUkh1t/fb56P607mVPA6fX19+K3f+i0DArvXaTgcNu3nWKdw8sknHxHvHSyhKA7gbwBcAmA3gKsBzAB4AAC7SO4qKHVhXuujsvMCG0Nw0VBjy5wA2UxDRgz4WcZzARhQUYbsaBXIIhGa/ewIzM/SzQB6WstoZnGvYrGI8fFxXH/99XjhhRdMBRkXBM1Inl8qlZBOp82OSzTrOQf1eh2tTq8BCMOE7OzDnn1SU9NySSaTAGB8yrVr12J8fBwLCwvYuXOncaEajQY2bdqEli2YKDDJQDLcRquAW4mzlThDvJw3vgt3Si3TtBniJJLOUC4FFrED4jcATFYe3z2VgRTQfF7OIeeCKcuMGMnmqUBvnwGgVzFIa4PWYzabRWXfvv0iRyy3psBn+jutTzK2FAZ0vZgRyvVKS5Brfm5uDqOjo6YbEQUGj6UwlclkfI7DpYNZBF8EcBKAG+zj/jeAiwH8F/v79wB4GsCfHtGdXfSZz3wGmUzGYV7S9JVFF9TWXFz8neAgATQzIbq3qSUXoTt8I1toy5dIbSSjBFzMoVDI0opaY2pqCq1WyzS++N73vmd2BfL7rfLoRqNhfM90Oo2RkRGjkefm5lCpVEz2IU2+c88916TDErlut9sYGBhwlDkTYQ6Hwzj11FMdY41EIkgmk3j66afx0EMPYXZ21iz2VquFffv24YILLkDULhKSEY1AwCqDzeVySKfTiEajSCaTCASsHZemp6cxOjqKVatWYc2a/5+4Nw+S7K7OBb+bW225VWVV1l7VpWqpFzW9Sd1aLAlaIAnhENogAHswDBHDZr9B4SkGTDBjMxB+drgA4+cZgcPIgA1Pfhgk4SeBaG0tCamblnrf1N3VXfuSlZmV+5555497v5MnS62mWhDBL6KiuyqXe+9vOct3vnPOMDo6OtDZ2SluEq2ZmrLkWlpaGqwImt9Op1MEMincFMrkU/CHeAfzLeg66HWlBcPXuNYEi7m+p06dwq9//WsRGul0GtFoFHNzcyK8nE4ntmzZgnA4jAsXLuCNN96A0+nEysoKDMPAyMiIZMDqtne8D64nQ95spsJ14/7VkS8K2nQ6jfvvv19cMa4RFZK2eoijvB2s4HKC4A8A3Dpmmv8ngHcBCAP4/phpPjVmmm+MmeazAN4P4OorvuolBqsJry41ravyUpPrcBCZcasFB//Vgy4Ev4sTz82orwHU244zxKYn3e/3o2aDhICFQHu9XnzpS18S81d32wWsUtuMAff19eGuu+5CMpkUDUlNVSgUkMlk8Nprr8nGoDvj9/sbath5vV6pLZjL5XDixAmxMDQNmCCcZkU2NTVh06ZNcl1aJx6PB16vVxh8TqfVY6G3txcDAwPo6+uTykqXGmwtxiiDgTroq2na+rlWA4tM02UhEVpC9IN1JImCggedz0vaNg8Q11ab30tLS0gmk1IXkQKBdQe9Xq8Uvg0EApiamhLKNq0Gp9OJ7u5ucQVJI9Z7iULc4/GIMGCJNe4RAUUd9boZi4uL+OhHP4qOjo4Ga433SetIu9C0Bq9kXE4QZMdMswgAY6YZATAxZpoN3RjHTLMAIH3FV73E6O/vF3+bh0j7RDqLTTMD9d81jkAtT2COvitQN++1/0qNRX+VQwsDDTQGAgFUyvVuxfSZX3nlFQB1tJpalSY6AEQiEezfvx/Hjh0T+rGOj7PoCrVJOBwWyms6nRbXCag39/B4PFZpM3sD0/VhhIFmP++TzLb3ve998Pv9yBcK0sTF5/MhEAggFAqhq6tLLDUeWNKik8k3c8moBXUjGiLbeq61UKXJT6CSVYt4aKkBA4GACHu6Qwxl0lXQqeQU9twnBJZZr4G1FQGL608/n+4JAAwPDyMYDOLgwYM4fvw4FpeW8PLLL8s6070ZGBhAKBQSfIKDESmdn6D3E2nk3Nculws1FSIHLO7H/fff3+DyUvBRkDAczpoQVzouJwg6xg1jCADGDWMXgK5xw/gD/YZxw7gawO+kiiK1Cx+Qi78acJEbV74/D7BG8vVk8DV+j/anqIHoe/EgcQPx++g2mKYpptdq3GFpaUnCQgTK+BpDVRphn5mZkcQfgmZOpxPz8/OYnJwUdHx5eVk2ucPhkAXntQFIWS6gri2rVasCcE9PDxKJhNw//WT65KVSCTDr1ZqAOr+Bv5NnT9MdqHPu9ahWq5Jnz8POa/LgG4aBVColUQ2azUy91WYutR0tNm0JcA9UbZYjXRDNN+HvNNeZgMTvW91FyefzNeS1MAX81KlTIvjK5TJeeOEFAJYCo9Xa2dkpICWFD5UN95fuV8EiLlQCnCcd5jZNE0tLS7jlllsaAHDuS00w0tbwlY7LCYLHABwbN4wDsBKNPgfg5+OG8c/jhvGlccP4RwAHAPyPK77qJQbNMVlYNSmrAUKaRJwEXZJKmIfqILPzLpNgCLQwTKYRX0rt1VEHSuLOzk7x5Vkena9961vfks/og0ot8+Uvf1nQb1bAoYYkT6BarYofzWflPQB15qFph+KIKVDjezweAaF4uObn5wX5X1xcRH9/v8xVOByWA9bZ2Ynh4WERSKlUCplMBvPz8/D5fOJzU7AxgsD7S6VS4jdz03Njasakzhth5ii1ptPpbCgrTsKSBtU4n0ThS6USioUCXPZho8/NtdZCKJFIyNyZpilYDe8tk8lIlWQe5ieffBKFQsGqYmRjSPv27cNXvvIVWT+gnlgEQHAsWrY6v4J7WudD6NAp9w0PerlcxnXXXYetW7fK67RquDeJHTSwaq9gXE4Q/D8Avg4rUvCpMdN8FMCfArgXFpD4cQCP4HeQdPTOd76zAWFnqTAedJrYNHN5QLi41OLU5NlsVsAVbijmpHPQ16L5zUNE85TfSymrkzz4OwtYEJHev3+/EHFKpRIGBwfhctXTUf/6r/9atAO71mjEuFQqwev1CuDJkBDngSYr4/C1Wk3q+PE7aeUAEACO2ASF07lz5+Qw0Pz2+XwNvQs9Hg/a29vh9/vR19f3pjXjfNPdSafTSKUsz5EaWOMjFDZ0V8hFIGGK602B4HK5xPLQ7gEPOQ8WezxoAJKxeZrl/A4y+vx+f0OiEmm8gUDAorfbpctaW1tx6tQpIYElEgmxIFhiDrCwFV6np6dHSr8Tv9C4B608bWFRSPMAU7HwmVwuF86ePYtPfepTGB0dbQAHAQhBiXUmW1tb4ff7r+gMXi7pqIZVEYEx0/xXAP86bhhdAKJjOm7zW4xNmzaJdqZUo/km1MtKRWr6aWlJi4AaguY9hQXNYH6nzhAD6mQjhit1hSMCVDyMfr9fMvJ0lSMA+Od//mdZ5EQiAa/XK/0VDh8+LAAc75mNKqgRuNG1n1sqlQDDQMXWLpoJSY2jzeWWlhZpzU3tY5qm+Kwk4TBzkBuc96DLlQNoKJqiIyeAtfkSiQRcLpdoUF2ejPeazWYRQL3/pHa3GIbk4LzSn2etAK4lnxmAaFpyDmRtVdiSQk5nebIMObMpo9EoEomEFHmZn58XIZzL5TA3Nyegr84szOfzSCaT+P73v4+PfexjiEQiEjVhy3bNFNSaWwtlHVI2TRNQgDdDwlRYt9xyC0zTxJ//+Z+LAAbqpeAcDodUoF6/fj0OHTq05jP4tnIGxkxz+XclBIB65yKaVjQlaQJqlHd1xECbf6TfiiawTTBqbe2fMf6swzwAJKORJhjvg/8n+ksNwESRM2fOiIYmhhCJRKRslS5GuRqA1FaJdnGq1SrKtplOwFTTaanRCHplMpmGVFXNwtTz1tXVJaZ8NBoFUK+BoCMBqVRKqMqXGtrkpwDl51lSvK2tTcKmOnGKQpBaE6iHwujqtbS0IGfnJfDw0NevVCoCKuqGKNq6AizhwloH7BZFoV6r1bBlyxZxHdjSTQsQpp3zoFGg0Lc/evQoAItpyD2kOSc6UsXrENDWvAEqmJqthCjgiHEAFg60ZcsWq+mrWgNeRxeO1XjaWsZlUYVxwwgCGBwzzeP2720A/guA7QBiAB4ZM83Xr+iKlxicbJr2esNo4I4ZdtwA1Arc9OTi01SqlMsNGmg1i4sLS4uD/qWOIpDE5PF4GgBNXtdpg4SnTp1CpVIRbcty5JpaSgFA7UWtwIPNQ6w5DXx/b28vZmZm4HJZBTjplgBAPB5He3u79EvQDEoAYi2w2g4bp4ZCIczNzaFmW2NNNpaSyWQkS5HCd/XQglmHYCl8CNaVSiUYNkjK8u06JOr3+6Vxi3bFKCDK5bJoTWpGbRkVi0WxRDRICtQ7G7F9GAFQWjzZbBZHjx6F1+uVw0aANZFICEmIYC6HLnV25MgRAGgQoE1NTVhZWUEwGBTBpF1L/p9WFK0FjYVpLIiKbXFxEX19fdi+fTteeOGFBnKbaZqy13Tn57WOtxQb44ZxM4BZAEfGDeNn44bRBOAlAH8NYA8spuGv7IjCbzV8Pp9IWA16aOCNB4Vah5pZk4GAOstKh9AANDQBqVarUuKL19ImpAYNSYfVLaY0+SSfz+PnP/+5LDjNYcDyHXnoiFAza4/YBSmi1PAs5kGhQAFG94aFOWky8vnIpwAg4UhdUCWbzQqHIJ/Pi99/7NgxmLZFQp+dmsXr9aKrq+uSa8YmKtrvJiVXA4P06zVLlKZ3m52lSLIS5z6TySCZTDb0/+NmX13Ukw1t3G43qrV6S3daHUTxufbpdFoEMNeH88dnZyhRh6X5fyoI7kun04kf/ehH8h0AxN0iv4Hfy73E50yn02KFEAvga1qBAZZwyWaziEQiePDBB0VJ8XnFgiyXpQPYlYzL2Q9fgcUqvA+AG8A/wBIM3WOm2Q0gAOA7sAqZ/laDNf75UEAd6KIZxY1FoaBNd5r8BNGo2TUbjSQXhqo05ZRCg3/j4eP3EECs1WrCbydwd+HiRbz44otiUfBagEU5JjbA5h48+NlsVjQ4hR5JOiScdHR0PdbfqAAAIABJREFUiBvCza5LklFjNDc3S8HM5uZmLCwsiBDg51lwg+ZuuVwWFp3H40E8HpfPFwoF4Ru81ahWq4jFYnKQOI/aGuJh0geJgkznDBAspAVB4DMYDAoHgXF4alk+f7lcRjAYtIQm0LD2ABqarqTTaUxOTkqRWFZD4l5zOp3yd63BgToWBEDuidyQvXv3AoCse3t7O9xuq8AqQ5ZUUMwU5JwwB4JzWKvV4LLxHb6frird4Z07d6K7u1vmTrNlgXqpuisZlxME7WOm+dCYVTvgYwD+BMCfjJnmMgCMmWYeVrmyniu64iVGW1ubLBb9ZG0RcMNQc2uUGah3xiHqvBot5sbQ1gaFDjWNXmgeMB52+m+aIEMsYnFhQTjpXBBaKYwwUFLzMwT06AYwEYZppW1tbUilUgIWeTweZDIZ9Pb2YnBwUAQfAKFER6NRmKYpB5jAJFDvC0Azm30amTvgtrEPPq8OC77VIEhJ05agHolNjJTo8CqFOs174jQ0tXW9Ax42umbESCj4GBWgBWUoN488Bs45XRdaRWx6CtTTs2kNEcvQ96ktS+3ncw5isZg0gWG6MUO6jFgxsqXdTUamKPjdbjcMh0MKjFwKoOU+ZoYr55X7fHV691rH5d69wv/YzMITY6aZ0G+wAcPs6g9eyWhubkY4HBbASW8abUZpXgA5BLr1lM5n19RiCgd+H4UN03KBesUiHYYiEEYTVrsR1BKGYdWZY1iImoT+OL8DgKSecgMwnNTc3CxZix6PB7FYDDt27MDw8DAymYxYKbVaTWi/mzdvFhOZz8h548FLJpNiFeRyuYbuTTSPGeYs2v4750LPXywWu+S6kePP+eb8kwbMZ2dBE9NeI82PoMbTwCKBXB4+ciV09AiAUI+pdWFaOQ2VSkXWVSeW8bAkEgm5h5aWFgEkaSny+yloCEJzTxKr4n4wTROpVAqvvvoqpqam4HQ6G8Kw3EsERHUoXIO+Qj6zXToqQU2mooUXi8Xwuc99Ttaf68pIEa9zJeNygqB53DC86vcPr37DuGEEAFxZwHLV2L17Nzo7O+XG6ZtTI2uWFbUEgAZKJSeX2p3+IRdS0251dRj6UdoioEVB3y4QCDQg1TTl+TvzzrVvrH02Vgvms2SzWQmVdnR0CKOQjDcAePnllwUDIKjX0tKC48ePY/PmzThz5owcQJ/PJ3F/gpU0G5l/z4pImlWXz+fFrK/VaiiVy4jH48hkMrKZLl68+Ka0W75fk4Z0s1fOaTqdRjabRSqVsiwN24pKJpOi6fWhovVExJysRv5ODcc1J3jX2dlpCYpKBaa9JrQg6WZQU7KYRzgcFquK1gfdL1p/tDy4pvo+uf4UKNVqFa+//jpOnjwpwleDfFRc2qJkhIsHfbXVq3EVXpfKsFqtoqurCx/72MdkTTQOQqG2ZcuWNZ/DywmCgwD2jxvGBgAYM80JvjBuGMa4YXwQwP8EcGzNV7vEGBoaQigUkonRwB/NKG1W8SFpklJAcLG1L6XBFwBiXpL2y0UD6umnOnyncQv659T8AJBZVRKciTKMFnCTFYtFdNvlwCqVCuLxOMrlslQnYgw7l8shEAiIphNacrGIXbt2YcguMaZ9ykQigZ6engZBt2fPHvEdL168KG4GNy9jzZzj1157zSqRZfct4KFjluTqQctGogIqzKXdtXQ63UDfpTXEw6oTkOi2cK65bhof4HW4RxgyrVQqMFDPHXE4HA3FTKpVq2jHU089hWAwiEgkIoJeh64ZJaHVR6VBBUDlwb2lAeqzZ8/i/PnzWFxclHZkdDPoGtDlohDVPApaKJpyzPsnMErBmMvlsLS0hD/7sz/D7t27RfgyYkRBTsWylnE5QTAO4AsAopd4zQngfQDOA/h/13y1Swwi1NxEGgjiptChndU8bEnUqNXrEwBo0Bo6zsrfNRFHE2e4MQheafOQUp3CJm1HHriJ8/m8gIv8Xvp/7NVIirG2ZhKJBC5cuAC/3y/ChGW+q9Uq0qkU9u/fj/Xr10tRCx4qanpuPJfLhcOHDwuABkDCqtpv1NqSZbgYLuO4FGddW2YEIFtbW2EYhmRoAnUEvVaroWILYrL1VvP7yaPg9VYz52gt0P2g793c3CwCnCY4082TyWQD0p/JZHDx4kX5Tgod7huN+xAYpjvG76fAoMtB14WmfSQSEcuDz0UBRoFpGEZDtiT38tatW+X5dAid80KBqf/N5/N44IEHsHHjRjkzjEbR2ljruByzcB5WQZJLvVYB8L+u+SqXGZs3b5YwFB8SqG8OTfDhwlIwaMxA8wSAuo/ERdLZXNrE4sbWKcir+QSkPfP7KSQWl5flnrlZfT6fdNMpFAq46aabEI1Gxc+lNqtWq7jzzjtx9uxZXLx4Eel0GrfeeiteeOEFKarKiAjv7cCBAxgdHcWOHTtw+vRp0cxLS0viDiwtLWFqakrChKZpSsjpmWeeQbFYhNfrbQjHRu2ahBrdB6zDYhhGQ1or3RjdwUdraGpAIVw5HHA5nRYg2twsOIFG40n2oXXE72DUaDXQq/kCXCd9eGq1WoO2TaVSeP311xGLxawin4mEfCfXVgsTnfu/srIiVihQz0blviGYGIvFMDExgYWFBcnW1AqKYW8qpUqlIm3pEwkLetNYBg80LREtHCl0Z2dncd111yEcDuMjH/kIfD6frCk/v9bxe2+LPjo62lAslIeN/hsPjfbhOSnULNps5KD0JnpP054aXwsPXocamH9n2TANDhJVd7lccuC5UarVKmZnZ8W0rFareOmll7Bx40apvqRbZu/btw9tbW249tpr0dnZiZdeegk33XSTcA4WFhbE5Oe/Fy9exLlz57Bx40YpM1YoFBCLxbBs9yUwDAP9/f0itILBICYmJqS2Hjeh2+2W+3rjjTcakqsASKsvPbgJyTOgsOIcUqgbhgGv14tgMIhAICAWB01fakTOFS0Uuhi06DQSzkQhHVIToWPUU9S57jxAzz//PJ599lkAdUtFa3YKP+IKXE+ShmjFkZjF93MueXBTqVRDkxHuHa4fn4f7m8BqU1MTUqlUg9tKHEdzaYgX0JIwDKvg6sDAALZu3YqVlRWJImkuwlrG77UtuhfArpMnUTl6FJ32A3NxeZBN05T25g6HQ5pqAJDwX7VWg6lCi06nE8VSCf6TJwHTBH78YzgMA37Drh3PzW5YNfAZfqqUy/DZ2p4+oLNchqepCQYAtzIPq9Uqeicm4LPRey35V6P5zn/9V9y0fTs6czkkbV47zWvn1BQcDgd2h8NYjEQwcvIkfNPTwjy8NlEP1DS3tCCXzVra99w5DNtalJubG66pqQn90Sg229hAZ2cnoi++iBHTRGV5GW631T2nlk4jl83iumIRs48+indv2GDdu13fP5xMAopPUCwWUa1U0GwYqNJqsoGsSjoNjx3L72DKtK1tXa9b5NPWatXi0qPOq3c7HCiWSmgm/btahZPzZq+RUyHtfoXYl0olOKtV+N1uOF59FU6zXr+CymF+fh5tv/oVdiQSggmt5qHoeD33EIUI95PL5cLmVAq1Wg3vU25iU1MTynZugcPhQOCxx+BMJOCzv4egbzPqERm3XbhUa//ZTAa+tjYETpxAsVSSpjuA3afDNOEm+9bhQLVSsf7m8cDh9+OPy2XstJUdwdXWUglrpf3+XiwCQzU44eblYtAX0+E6GqvVqtWIghPlcDhECFCSAtaGdRiGJTAMA65VZhIXgELANE2hI9OFoF50uVyS3krzFIBIdJiNSS3cEPTfuTEPHTqE0dFRMcvdNgpsGAbC4TAKtvCbmprCxo0bBc/QQq+3p6ehRh+zFYF62rPP50OpVEI4HMY111zTwHCjgOOhYvOPQrGI5pYWTE1NSegqFos1kIrYe4HWW1UJP2IjRRvsbfJYzTao2QzDQE3FuWl1cU7pAlarVau7ESBry/km/lDWrodhdTIiFbtWqwEMIbus9vBLS0uIRCJiMvOeiVHQBeO90O0jSOl0OiXMyvuikOC9U/g6bQ4DXZSSiiAQv+DeoBLjYFpxuVyGU2E5An6qzFkqRRe5DRWrpmImk0F7ezt6e3vR1dX1pmpflxu/F4vAVA1OCh/+MKKRiCwEUXlOABeAUQKCRjy0dBvoT2nEly5A/J57xJ3gd1AT0NTkptVVjIgiV5uapDIQzcNMJoPj//ZvqFQq+GU4LIvPjaLxDT7bL5eWsPHGG3H+/Hl4PB6kUim0t7ejXC4jb5rwX3UVlpeXceuWLXhpZUXciEKhgGcHBjA3MoLDiQSaOzoEU+lob0fa1hRk2aXcbmQGB7Hxjjvw469/HXv27MGBAwdkvmjBsC5ArWYVO93nduNTH/gAPHZYs6jSlwvxuLgnEikA5NCQwONoakLZ4YDDJsiYDquMea1ahfHRj8JjH6KaUc/ia2pqgst27QpK29I9kIxM7gl7bckJcLvdqHg8qFYqyNx3n5XoVC5jcXYWP5qcxInOTjm8xDeYDelyWXUYotFoA1g5snWr7JFIJCKuVK1Ww/8MhcTsDoVC4uM7HFYFqOvf9z4hVFUDASn4WqlUULVdxmQyKY1ZCbzSYnA4HFi+666GM6CjX7wPAtE+nw+5rVvx3/ftQ4/trvn9fkkoW8v4vWIEXV1dDcAfH5DajeCNJhUxUYMglU4H5oEmskz/jb6oluo6Ps7wlLZKtNQ2Tat2nV4sYhg8KHwfBwuWErfgdx85ckTCpQxzMZ5PwhPJOmQAAhbyf/LkSSErjY6OSmhP02Tph+7duxeHDh3C3XffjYmJCSme6vP5BFik9dLZ1YV8Po8DBw7g6NGjWFhYEAYeQ2gaPKXlpck6vA+SdBjXLpVKMBUJi5tah7ioCR0Oq/oSqwQxwYr7gu/jwWGkpFwuA6YJp22FZbNZxGIxnD17FgcPHpQ1If2ZFgEjL8yb4F4ZHh7Gu+yGMxcvXpQ1pDXDAjIej0dCkfTvaerXao11D8kwpIVRq9VEkGkrkvdAIagrW2swmzyHUqmEdDqNbdu24UMf+hAikQgWFhYwPT0tjNe1jN+rIGCWFjcGDzy1DlBnYjG8x1g5NwFjqDy0lPqaxUbmH9l09PFpYtInZO07+tAMp3Hz0dQv2zF3TRwC6mQoApLczBo38Hg8srlcLpc06OCGaGlpQTgcxtDQkLhJbM1NUC6bzeKNN97A/Pw8FhYW4HK50NHRIZuHPQUOHDiAvr4+DA8PC8GkVrOaZ9AcLpVKiMdicp1vfetb0laN74nFYg1EKs4Zn5UhXF1CncKYFhLDohTsFCI6v4MbnHUYmWXK3zlHFKKMDPDeWLchFoshkUjg7//+7+vpvbV6kVPG5jUxjLF+h8OBD37wg3jttdewsLAAAA2MV+5Thmd5SEnEymazwvoklbxcLkuuCP/POctkMkJaokVC3oA++Dwvep44J6VSCdFoFJ///OexcePGBg6DDhlfbqxZEIwbxtPjhvHSqr/tHTeMF9f6HW+6uNFYcIIbjPFZHkJaCVxIHbvVpjg3FheYh0/XISTTC4BchxKdGYmMHpBQBNQbq9Ik17UHibYzU04zzui68D41qjs6Oiobkdqzra0NZ86cQTweb2g6GolEGnz94eFhDA8Piz+4uLgomosbzuVy4fHHH0d/fz+++MUvYs+ePUIm0j4wCVrM0Dx27Biam5uxvLyMRCIh2ZEkT9G85rX0v9zg3LwUNiYaKb/aouMPw7iAZSnQdGdpeJLOaCEwzKfrUxYKBcTjcfzTP/0TDMOQDMfVbg0PMUN8xHxuvfVWPPXUU5icnGzo1MRBgZfJZFCtVqXDES0MXQ5PY0fEniioifVwv7lcrgYrh1YE74vzyH3Fg865S6fTSCQS+OAHPyjduJmFuqazeCXnFm/GFJyX+NsVDUpYHmoeCgJpqxeDGkBzAgBI3JnhxtWf0YeTmxWos68qlYrEsvk5ltPS1ogOcWmCEdlrOtTFjUZrxe12Y2BgAENDQ5KhpuPZ9HuXl5fl+3g9zgkFQTQalX4I6XQaXq9XQl0dHR1ikZD+OjQ0hJSNemsXivfHe2xubsbPfvazhvg1tTRDhel0WtBpoM7B5xxTCBD0dbvdcDrqhUZp8pIIxc3ONaF7pJF1bXaTM0AMRYPMqVQKL774Io4fPy6uEjEagnpaINO6oEZub2+X1nHMBdGCjQqLVsSKjeVwv9IV4Dzz+zWBia6WDvFxb2rXC6hjTnxNcwy0NcTfe3p60N3dLS7071wQjJnmHWOmedOqv90+Zpo3r/U7Vo+qbQ1QY3JiePCYcKIlJzWH5gNo7UOwUfv91JDcCEAjCckwDGnQSbYaP8sNTiCO3AUtQGiFaBxDD2rBatXqTzg7O4tcLoejR482UGj5nTHbVN+0aZPcK5OCqDmYraZB03Q6jWKxiJmZGdx+++244YYbxDc9fPgw2tvbhdlHq0fHubnJpqam8N3vflc4BsQpmKFHcgzNfB2PpylsGIYQnmq1GhzOeqEVzfPnHGo8pFQqIR6Po7e3V/ZGe3u7pIDrfBDOq2EYiEajOHXqFJ5++mkEAgEBIrn2FDSMFPH5CAC7XC48++yzQslmjQJWNSLhaXp6WuovMNtRWzMaxCafBIAUpeX+FjDaZpw2Nzejo6ND5o6ChRawxraYLcpnoZsxMDCAkZGRNWMDHL9XjEBTMOkGUHrTf6dm4MJrFp+mbTKrkFpPm//cLNQsmh3ITcXUVm5SbhCNXfT09KC9vV2KlPA62WwW1157rVwvHA5jZGQEe/bskQgICU0ApE2ZjlcTT2BabaVSkdTWcrksdfX0faVSKaxbtw4zMzMwTRPvfOc7pTfESy+9hOeeew6jo6OIx+OYn5/H888/L3PPw8tn5aEm0Pf888/jxRdfhN/vFyHBudBIPgWtdsN0x19qwYptEtPy0FgNACHWMHLDrlHnz5/H1NQUZmdnEQqFGoQPBWcikUA8Hkcul8N3vvMdsVxohdFF4LXpo9OsZuIWYAnhUCgkFF0SjGQYBjZu3Ije3l65fx5Wnb9BsFAXewEgVhvdUbq8hmFIujn3Cfe23itaOfH6brdbhKzf7xdMiN+xlnElGMHQuGH8zbhh/H/27x8cN4z1a/385QZNd24UXfapXC5LByT6paTOcjKo2TXXn4e/YlNB6csB9Zpy2i1hPJmLSE1EU42ATktLC0KhkGV62YKjra0Nx48fF7DRMAypHzAyMiJakmAfJTi1DNuSaQHH59baQhNUeFBmZ2fh9XphGAYOHjwolFj6rfRp5+bmMDU1JaYpNTu/V+MAhmG1zfrGN76BL3zhC+jr65OMQB4KVv6lScq14rNynkulElwqqkLBTkHPRBu6Ucw9yefzSCQS6O7uFoGiU5y5Z3K5nFCGn3rqKbS2tkqpdU1B5rUo6JxOq0M1fW9qfq5nZ2enWIb6UFUrFUxPT2N6ehqBQACdNvmKERbutUqlIsKBnBLW2NQ4FC1JClOPHTHSSlED2nQpaBlQMQAQjGnbtm3ikv1OBcG4YVwHq8/hxwHcbv+5DcDTdkmztzeUb8lahFw0/lsqlQSFJVebE8WJodanhqO5TYnLugLaKqB05YTRNKSWAer589q80yHFsu3/0dSj5ZBOp3H8+HH8+Mc/lvgztTyfgRqRtOdEIiEoM0uaNTU1SYiQWrhcLssGJQ+Ah4Nale5APp8XxD+Xy0lIk1EBDcxR2FGI8UCePn0ak5OTDZmaqysMcWNSKHNtKOQc9sGjr6ytuNWgIlvA67/xEND8NQxDiFmc34mJCcEINP5B98ThcEhNP5/PJwJCY0w6Zq87bTHiUCqV4LSFrGmaWFxclGcg4ArUrS2Nb3GvcZ60NcsD73K5UCmXYQKC7/AetOtGl0MDh5qEx8Q0PsNaxlotgv8KqzpRD4AFABgzze8BuBPAX67xO9481EQwZEczlVqfm57mvAZH+D5Orl442WC26UqsQYfqKI0JxDB2T3eBh4qsN6Ce6MT/03KgtieIxLryqVRKFosCLJfLIZ1OixvA2vzk71erVYmFJxIJjI6O4vrrr0d/f7+AY6yFyOxDr9eLkZERVKtVBAIBQctZP3Hjxo0YHx/H7bffjnK53FD7XrtDxBGYF9DV1YXPf/7z6OzslLRfgqHUlLpjD1AnGVEglEpWp+dEIiF5BfTrCbxRK9K6icViQuIC6sKKmp4hs2g0iu9973s4deqURIEIIvKg8bNE9vP5vEQ/GDUidtTc3IyRkRGEQiF4PB7hugSDQYs/UKmnI1PwsBUb94TLZfVKIPLPeD/dAg5WMuLeYigSZr0GAxUGv5+uCq0YPZ8sORcIBDAyMiLg91rGWgWBe8w0f2L/X0SMXaPgdxI10GCZpn3SzKQ0pSTlJl+dYaURVmpq+l4UOrpaD6U3BUehUBCzl5pPL4QmwmjfWIOPtEqYNKLvqaWlRfoJGoaBa6+9VjYSSSb0x6vVKqp23H/fvn0ol8t44IEHcP/996O/vx8jIyMScsrlcpIENTg42KDls9ksjh07hr/927+Vqrs6euB2u7F7926YpinVi3UI1jRN/PCHPxRsxDSt1Gmtzai9dFiVFg+tAR46bk6uLS0ATRaito9Go7Lhp6amkEgkhDYci8WwsLCA06dPSwia1Y50U1OuU7lcRiqVgs/nQ3t7u5CmNE5Sq9Vwww03YOfOnbjjjjsQDofFlWH4Vvvn5EZwngKBAGq1Gvr7+wWY1WAqw56MaLBMn2laacU8vExhp0BmqJTv5Z4ljkaXkjyGP/zDP2zoI/GbxloFga5CJE7HuGG4ALy5Dc5ahyJ2AHXqJDsDrzZ5VrP4tLQj4qwnMxgMCsOQB5mLStMLqKeWut1uAXJoFeiGlkC9IQUle2trK3rsHABqCZqx+v4ofNhANB6PIxqNSiFL5ggQ4PL5fA2+qc/nw+LiIv7lX/4F2WwWJ0+exPT0ND7ykY+gublZNjQrGVEAxuNxrF+/HrFYTDYgn5GRkFKphNdeew0ABNVml2cCV4cPH8bZs2dFy1NwV6v1+gR02wA0uAfaT+X7hBqsiEtut5XOywOaz+elvVytVkNHRwd8Ph9aWlqQSCTgdrvx6KOPyvzz+1mOXQOSFNTFYhHpdLrB4qPVUigUcMcdd8Dj8eCVV17Bc889h0wmg/e+973yHNq8p4aPx+MiDIndEETl4ef1tWWif7J2IlLR3gMUOOyqRGyI+1eH1nW/RYY9b7nlFnFX1zLWKgjOjhvGN8cNoxOAaVco2gzgUWDNCU5vHka9qwvNPfrjpGHqiAAPJ4UCF4c+oNbG/FutVpOF5w+lp7YGOKka6NImo6Y9AxBKKr+f1kdXVxe2bNkipjQ38datW+Ve+Tzc+ASqeLg0Ss97IkYCQHon+Hw+/PKXv2wIw7HsNU1zIvSc40qlgnA4LK4Vm3jydz4n23ATq0in05iYmJCKQBqz4P0Sr+AzEHPhs5ApSCGhP0dsgSY9S8DpECcA2R80z5myTXoxgc+VlRUpqMrBMFxLS4vQhKmxPR4Puru70dPTg2PHjuH06dOIxWKYnp5GtVrF8PCw5IUQoacbR1DS4XCgo6NDrL3V90yrQO/3SqUikR6PxyNJbBSYFLZcHwASOtbWFYWd5misW7duzUdxrYLg/wDwh7D6IN4KoATgOIBr7dfe1jBQD7UQKWftP0YAAIi5qQk/NIlIDuHgBLW2tiKVSommXA3McANrpJubhgeVEpVaAKhjBENDQw2gHK2JXC6HiYkJJJPJBubaa6+9Jq7P6pwHAols9qE55jX78BJtv+222/Dii41kTqfTKT4pMxI9nnrDkMnJSblPwKq7n0ql4HK5cODAgYbGLdyAJEdV1fUPHjyIvXv3YmVlBcvLy7JJNQ+eZirj6wBQqVbhcrvR1taGXC4nIVcyDGnCF4tFzM3NIWInoZFfQOxkYWEBx48fx9zcnIRDw+GwsCo18atUKiEUCkl+xa5du+Dz+cQFTCQSaG5uxlVXXSWl5AYHB3HmzBk8+eSTwhdxOp14+eWXsbi4iHw+j6uuugq33HILfD6fFHb1+/0C3G3dulXcEuImJBDx4GqGqsPhkArU1qEwRDFxXxHoZqREU5CprDTZirUhP/rRj/5uXQO7WtE2AJ8C8E/2z/8GYOeYaS6t6UqXGJpFqE1WUktX8/gpBLSfzh9uRFYdZkjJcDgkFk4rgtqK5jr7FtBMo2CgCUbLAagLgpGRkQbUu1wuS4UYSmYKEw6iuJTi7e3tYv5x02jfr1wuY3BwUOYknU5j2q5VQJ9Sbwi27aa20bH2QCAgQCbj6rweDy41MKnEPIyc63w+j3PnzuHChQsSAchkMiJkMpmM4DjEDEqlEpwOB2p2+I8RHECBY7BckGg0KhhQX1+fuAHMFKxWq/D5fJiZmcG+ffuQz+fx5S9/GVdddZWV3WhbFSRfZbNZ7N69G5/97Gexfv36hv1TKpWktiTnglgKBSPnSVPgZ2dnsX//fgQCAQFlue8Yw+ezcb8QGOUeJTCqhafH4xHw0OfziYBl2jctBtM0JTzJ++JrxBEoDPr6+hro15cbawb67D4G/7zW969lRJaXGywCbU4BdX+Vko4oOdBYqFK3BK/VakL7rNVqMKtVxONxcTWIsmowjcKG98Br69ASr6tNMh4kbkDG8AliUvBwAalttZuzOuOSgCLvMa04/aZplSnXJc71v62trchkMmIC0yxnyW4eqlqthtHRUZw/f17Cjpr+S01IwGt2dhatra2Ix+NwOp04ePAgduzYIQKEJr7Ot9fuGTeyYRhIpVJC3NKdl8jiI7mnVrNSoylsOGcnT57E5OQkwuEwbrvtNszPz2N5eRnrnU7k7Fg+E7laW1txww034Ic//CHi8Tiam62Ox7lcTjR+1i70wq5DPKjaDSD+QOKZ1+vF0tKSWFyMGJVKJcEIuF9o9dC8JxWe7h5xIUYJnI46g5HWBK0D7h2dYs/zQ+uJSoiCbW6fShkCAAAgAElEQVRubk1ncc2CYNww3gHLDWCN5OMAvj5mmifW+h2XGtrH0cwsbh5Nv9WxU76fSSgMqVCKi3S0/TZqWEpnIuPUkAxbARDTUvu41IycbLl3o84OpATnRtbXpYYlAkzLw+fzianHzzIWXqlUkLTj4ECdJaZJKHwmCkHeI0FYLawomBwOB9avX49MJtNg4mv6dmdnJ6ampkQ48BoU1gTeisWiaGAKKyLoXBOPLYBz1XoxDq4D8RUKkXw+L9EFhitjsRg2btyIn/3sZ1hYWIDD4cDU1BQ8Hg9effVV6/32/TF+39XVhcHBQRw9ehTLtsLx+XzSun01yMnoCw/W6k5BOnrFfcHPAnV3j4KA+5pChzgENTk/R8VB19UwDJios1YBNLi+XAdaDNybmgPDddCcmN801iQIxg3jfgA/hlXMlGXN3w3gfxk3jA+Omebja77iqkHNzAXgRuUDEwNgQhEjAPQryT1g6Eqb15Sa7GxDTUqrgKYp49adnZ2yQNyoFEa0GgCLG8C8A3bVIQhG/7qrqwv3338/nnrqKUkVLhaLuP322/HMM88InlAsFnHddddhaGgIN954I4rFIo4ePYpkMomZmRl0nDolSLou4e50OrF7926cPXsWqVRKsIFazaIeh8NhpFKpBmIWYG1oZhn+8R//MarVKgaeeQbT09M4ZrsnbW1tUsOQpCoK4qamJhw5cgRf/epX8Ud/9EdobW2VkKPuTEwugsvlgtNllZPjfJJ0ZZpWijMPgLbuanbYtFAoYG5uDkePHsWHP/xh/MM//AMKhQK2b9+OwcFBLC4u4tSpU+KiGYYhKdlLS0s4d+4cvF6vtEPXFmYoFMLg4CAGBgbwyiuvSN8DsjqJD+nmJBoQpQKhG+pyuTAyMtIA4nHveDxW8xr2vaTw03kjKysraLexq7a2NiFDaeamJs9RWWqMgBgYLa61jrVaBH8N4ONjpvlv+o/jhvFRWGSjty0IuLkNpVlpnlK70P/RZijBGGp1AjJNTU2yeTVVuKWlRQSC5iwAEO2m3QRqX10ZidWC0+m0VZQzGMT8/HxDaBKw0ORYLIZHHnmkIaLR3NyMZ555RrRJLpeTxKKUXbL8xhtvxNatW1Gwuw91LC7C7Xbj2tFRzM3NScSgVqvh0KFDUva8u7sb2WwWfX19WFhYELCSmojgKvn1GzZswK5du6xnPncObW1t2ODxYHl5WSrb9PT0wO/349prr8Xc3BxOnDghhUIWFxexb9++hlg7hZQOuxqGgVIyCafDgUQkIppYk76YRptMJvGf//mfWFpagmmaCIVCAsjRrTh+/LjQzW+66SY899xzQtE2TRNdXV2yhxYWFsTV6Orqashq9Xq9eOihhzAxMYHHH38c0WhUwGiv1yvKh+4KwVvDMNDd3S0x+q6uLsksHBoaAgBEIhEJvxLDoWmvLU0KjFKphGAwKJiWofa4jrDQAiTFmkJGk6Y0R2M1x+ZyY63vzKwWAgAwZpr/Om4Y//uar3aJQXCNFgFNTz4g2YP0WykVuUicaOZ3a+omTSb68LwGDwbfB9SJSPxeLWT42vLyMrq7u6VZyUB/P86fOyf+NTc2Y76k8WoLhX0AuNCmaeL06dOSx/7EE0+gUCgI4eV9y8swazWUBgdF21G7+3w+MWnn5+eFODUwMIDZ2dmGsCDnplarYd26ddi1a5ckaAWrVevQbNmCeDwuz18sFrGwsICJiQlcf/31AOr1HiuVCiYnJ8VP5hpqKizn1aX8WVpmBP9ohk9OTuLhhx8WhLy9vR3xeBydnZ0S2Xn99dfR0dEBv9+PwcFB/OVf/qW4galUqgFoJTLPVuw8VJVKRchYv/71r/HTn/5U1p0muHZHqZmbm5vhcFrFWYlpmKYpPSFaW1uls5BG6ml16kxIsg2j0ai4ppwfA0DJpplXq/Wu3fT9YV+f38U9ri1ZTdtf61hr+DBmk4cahv23RfX73Wu+sj20z0mznnwC+sb8mzZPWaxB+2zcABpf0IkbxCAYBaCw4fUJsmiiCYUA3w/UgaDrrrtODjOTVPSh0D46XRwi4IZh4JZbbsHCwgLS6bRYOO3t7WhXtQJdNvEmkUjIcxIJZm4Buy2TpxCNRrF9+3bceeeduPnmm0VwDg0NIZFI4P3vfz98Pp9EJA4ePIibbroJDz30EL75zW9Klh/nr7m5WUqrt7W1CWKuORzMgCMQSCFO89rr9aKtrQ3r1q1Df38/rr76agwPD0s8n5ReRo+SyaSUU1+3bh0ymQxCoRBuvPFGuFwunDhxAhs3bkRTk9U8pr29XQBlakWXy4Xu7u6GSFMwGMSOHTuwsrKCxx9/XKw1ZgkyHbqzs1OYm4B1+BjKpXYPBAJCE+/t7cXu3bsBQCo1RaNRsWyZVEYhyu/h/zlnHo8HrS0tAm7SkqHLBdSjT5rmTReQ//IMrHWs1SJ4FMBj44bxTQBT9t/WAfgkgEfGDWPI/tv/BeDna7466rnh/JeTwX6BPMj8v+YN8ODrhSf1V79Gf4q+n3OVhuLneNi1dtcTTW6+HkR/STWlSUzfkZqIZielOesUMv+BwoaIMoGrqh2DZyy/ra1NohPUYk6nEysrKyJMBgYGcOLECYyOjuKhhx5CPB5Ha2srIpGIuCKtra04cuQIHnvsMXScPIk9e/agYs8reQlMiKJwoWZkbsO6detkY1OrclBDUVAzl2R1NieBUr6X/AIKtosXL+KOO+5AT08P4vE4pqenhePAzZ5MJmW9aeF5PJ6GvpXU2k1NTTh16hQWFxfh9/sRj8elRmQul5OojNPpbKD/6n4IBPh0CLa9vR07duxo2DMrKytvSmajEiHzkTwXzgX3OPcSQ+vcX8xZoGXMv5E7o93iK6lJsFZB8Ij97x+inmtAytYH1O9X1oIVjfUC6L/z4TlBzDTTRBseeI3sUyCQPaYlIq0ASn26B263WxZ1ZWUF4XC4ofAIpStxi9XD5/PJQnk8HgwODsoGoETnd6XTafFl3W43pqamGrQq6w4wH4J+H2xTu7OzUzYH26Mx2sBkGwA4ffo0uru7cfHiRUxOTuLixYuYn59Hd3c3hoaGMDg4iE9/+tOYmppCf38/+pqb8cgjj8DlcGBxcRGRSARdXV3weDzo7e1FMpkUuq+u2fDud78b5XIZ8/PzkmDDw0xhEggE0GqXXGeoTR/aUCiE7u5uzMzMYNeuXZidnUWlUkEwGMTc3BxKpRJ++tOfoqenB4VCATMzM4JzEIXnOvEA0Q9n4hJdBrfbjVQqJY1ACLCStsvnS6fTWFpawpkzZ9Db2ytFQCnU2ICXrMZCoYCdO3c2WLBAI81aRwd4QMn4ZAIZ75N7XpdDY90CCgHtvnDf001wuVzSSXutwxBG02XGuGEcBvDQb/ouAN8cM80da734OsMw/+auu7Br1y4AFgONKavaFNchKafTCcMmqKxmC7rcVlMNTlDroUPWRO/YgVq1XjuwzetFQVXDoTtQqVbRGQoBhoGKvYjVWk2uReyCISK8/DKOHz+OFyr11uzUVE6nE1dddRXm5uaQy+XQ1dVlocZeL6qVejMNt9vd0DPQ5/PBBOB0WGmz77B7+B0PBBrQeKZOMxzmcDpRtYWjRpmvueYanDt3TpKoOKiJPR4P3pFKoVwq4ZjfLwKGpj2/r1KpiMtSLpcxNDyMzZs2WQevXEbGZhFq7kU4HLbqQLzyCpwuFyo33CAouLYAq9UqTADJZBL//Uc/Eg3e0dGB5eVlAHXchaZvq+2iLEciAICtduRkordXtGJTUxOKtrDnGjIKwD3APgrVSgXNLS2o2Vx9HkwexGKxiHekUjAAnLTLzFVtrVvI5/HFL34RQL2vBdmR2nenpUkCW2trKxKJBNKZjEUs8njg2r/fwk5uvlka+8CeG6fTabV+Vyn4/E5+L6t+uV0u7N+/H3+8dy9M0/yNCQdrtQi+M2aa+37Tm8YN4ztr+TLDMO4BcE8XrIPIAyqdXGwUX70fQF3SVu2DZppWtxzY5nXNrBdooN9aqVZRUnUFmpqb0eTxoGRTT6kZTNOqvQ/DEFNHruF0wqw1FkTlGB4eRns8joXFRThtyU8Tf3Fx0QLebBNQx7tdLpeY3jTjKpUKNl97LQ4ePAiHHcZrKhRQtFHljF2qiwzBDRs2CEW4qABOh8Nh0XpdLiwtLTXEzOm306wku9OhQrIA8J73vAev2R2K+vr6EI1GrXwJhwM+m0JL4WnWamhqboZpu1tk67V5vVaHKLcbJgCXLUhpuvJgita0FUClWkW1VEIymZSIwNzcHFxuNwxYvQTyhQLm7ApORNFJ+GnzelGxw6RulwsetxslAIV8XjIoq5UKBgYHEbHnx+/3C6mpWq0Ky5Xz09raCre9XpxPwzDgdDgaGsFo1J54w2rsCICwF10uF5wOq8uW237N4XTCoFVRq2eJVioVOOw54iBBzES9/qbTfu/vPHw4ZprffqvXxg3jv4yZ5n/7Te/Tw1QNTl7dsAEb3/9+APXquzS5eEhWEyXs75DQHgAx+wEIKMN4dOqee0RDwOdD2eFALpuFx04OMQsFzM/PW+5DKCSaX5vn3ACGYcBjI9eAlZYZT6Xw/C9+IZuIdN5yuYxqR4dsKh6A3t5eVCoVCY3R906lUjhTq2FpYEDcGx7gZ/x+wNbWrlAItVoNU34/Mjfd1FBvkfNAF6K7uxuRSERM2s7OTqt1mN/f0AwUAJ7t70c4HEZ3dzeeGxrCwaUltLS0YGhoCP39/ai+4x1WpSLDqkdg2JTYkv3c8XhcQFev14vhLVusqJDbbbXo+qM/kjAxBQHn1tXUhOryMo7Y/js1HqsjnbbN4lqtht27dwteUKtZHYtddvGU/J13YvPmzXjyyScFcNOEKPrRpmmiv78ftWuukapTS0tLOHLkiKQXc19xL1BhPBkKAajjBcPDw/jMxz/esMer09NI2XObVwAhi87Ajjwhk0FiehoejwdFw0DAtn4z99xj/c1WiOyQTfyLIXXuLbplFO6GYeD1RAJ4+eW1HMkrYhZ6AdwAK+1YmxqfAfDf1vo9q8e3v/1tfPKTnxQThxuA6b6kWuosNwJpzA+nRqCPnEqlRDtSejMBhRqzXC4jEomIiRYKhZBKpYSpqLELWimAtfjT09MSKgKAO+64A3v37pVQU8Y29WjGE9fI5/Pw+/3Ytm0bJicnJXzE+6R/qsOfjIYUCgXcf//9aGtrQyQSQSqVku48DIlqFiCtGboOXq8X27dvx+nTpwHUi4kA9Wo4tFJmZmZQLBalDFcul8Po6KjQlVOplLzGSEutVhMOPIE1CXtp90vNKSMNxBxoKfG+MpkMotEoVlZWJJHH4/EIhnH+/HlJLiPham5uThqHEK+gxcEKTcViEYODgzBNE9dffz2uuuoqoQ6/8cYbeOyxxyQVemlpSeZWJ1jRvy8UCvi4LQS4t2ZmZsRCIdiq6cfd3d0Weai9HcvLywJkEkB2OBwSFgUgz8z51OtGcpQGuwHLFXn44YfXfA7XyizcCisa0AsLENSC4IoBwtWDk0wtRqSVAoCDD00pqGvrU4JrjrvhcMBlGBJv5wHn5nXbGXGMN9MMJMjC0BZpwjStaV7yehs3bsTIyAhmZ2fR09ODWCwmrDE+h2EY6Orqwn333YdKxep4xDRZXbqbuek6LHnLLbfgw5/4BAqFAqampnDq1ClcuHBBrAjG1UulkhQy5bzRt/yDP/gDPPXUU3jwwQfx6KOPwuFwYN26dTh//ryApjzMpPmyrPpNN90kGY0E8ohaE3dgIRHOMw881weo4xI0j4l56Dh6JBJpKBzDaxAcZgUlci0I4hLBb2lpwbZt29DT04MNGzZgZWUFL7zwAiYmJqRd/OjoqGTofe9735NwH0ORqVRKgEqdMwDUwWMK6Gw2i3e9613yPIBl4emwIfep38Zg2KNwenparCMSlCjYC7Zrw9wZulHkHWhlwXsnSKqjXmsda7UI/g5WaPCHAH4xZpp7xg3DA+Aj+G0Kk9hDVxIix5xam4ef2kYLAF0Akv/XpBaGMRhv5UFnPJy+G3255uZmKWjJ9FRNXWWRjKamJpw9exbXwDLZqskkdu7cidnZWTk8PMQAhAxSKBTw6KOPCheAYTBNYSaTrVarYcuWLbjBnpu5hQU8+uijOHDggBwkt9stDLaLFy82JB/5fD6Uy2Wp018ul5HJZLCysoJ8Po+uri5MT09bm8CeM+YomKaJSCQi83XjjTfKQfN6vVJEw+l0Sk1FABLGy2azmJmZweLiInp7e1G2DzEPB9NrGe2hSUuiDhVDR0cHKpUKrr/+epw9exYOh1Vs5tZbb8Xi4iL279+Pd77znVaUIhZDLpvF9PQ01q9fj66uLtHgmzZtklBdLBbDyZMnUS6XEQgE4PP5RAGRzhwMBnH11VfD7/fj6NGjMke0VlnirFgsYs+ePW/ay7QgXC4XEokESqUSdu7cKXOUTCalea3W/poKzrAoqxjVajVxFcl61OFSXctDC7C1jrUKgtYx03wEAMbtC4+ZZgnA98cN4yeX++BahpZg9MkZziHCTKCOJiXfS4moY7XccPwuWhZEkxlP1olIzEBjOEm7KjRptZCiMOLh6+vrk8kn2UPnjVPzU7gxYYqHiy5BNpvFzp07MTAwgEAggOqJE5icnMT/+OEPcfjwYdkEDBPRSiGFGIBoCm6u5eVlvOc978HGjRulZwLdJx46Q4Fe5CdQ61FoMVuvXC7D7/djYGCgYR35+VQqJc+az+fhsuepYmszksUoEDhnExMTIhxYuXp4eBif+9zn8OMf/xhHjhzByMgItm3bBp/PB5fLhdnZWWzbtg2Ddl5BIpHAK6+8gvn5eYTDYXEHyPDUoWNdjIYUdoaCmVa9bt06XLx4UZQUsR9aiDff3Fi79/z582J50tLR4eNcLidUZFp9VGYUiibqlbq593V2KFOY6bJyD/LzOv18rWOtgkB37HCPG0bTmGkS1t9wRVe8xDh27Biuv/76hsMiacS2BqH/yPARUC+SqbPqdF4CYG1qo7kZuVxOAD6yBTWji24CUe9YLCZsLh5cLQiI+pIGumHDBnR0dGBlZQW9vb0YHBzEgQMHRJDohKpwOIylpSXRMizqyZ9yuYylpSXMzMwg+otfwDRNHA0G5X4IBnV2dqJarSKRSMDv90thz1wuJ7z/5eVlBINBrKys4F3vehdcLheuu+46fO1rX0MymbQEZrUKr13uLBAIYHl5GaFQCJFIBPfccw/S6TTC4fCbDj4H55IbdHR0VNJ6A4EAUKk3caFQZJybKcZ+vx9/93d/JziLaZpYXl5GPp/Hd7/7XczPzyMWi+HTn/403G43QqEQmpqs3plPPPEE1gUCQjMvFAo4c+YMvvKVr8A0TfHNk8kk/H4/gsEgXC4XLl68KPiSVhg8ZIlEApFIBCMjIwLsstQ5mZ509bS7Qy1NrISMQ21BXbhwQRQHQUfuFT4DDzWtVSoRjV9pYhGJdw6HA6+/fmWFw64ELPwkgH8BcAbAv48bxn/AqmJcuuwH1zC+9rWv4Sc/+YmYUzrUYtgINWv7MfTFzadBJ72omgBSrlm57TTJYrEYXC6XsAwdDocg3mTNsTgnSUvcyDxgxWIR09PTGBoaQsy2Fq655hphp508eVIWlmZpMplEpVKRTcRDT1yAbLaFhQWUy1ahzTvt0CLBzEAggHQ6jZ6eHqlVCNS7STudTqnnRwAsGo1iz549ME1TDjUBwkqlIjRm0zQRjUYtc75cRjgcxvXXXw+Px9OAi+hBy4uHlyDp9u3bEY/HMTExgd5EwtJkar34wxTm//iP/0A6nUZTU5PUUaTV9eyzzwKAHA5qyHXr1sHhcOBP//RPcfWvfoUnnngCwf5+uSe+l3vnmmuuwbFjx9DV1SXEJGIpTGEOBAKYnZ1t4I3Mzc2JCc9nbWpqwoc+9CEAECVz4sSJhtwYjTcB9ZDh7Ows2tvbG3IgSD0vFIvCHaC21y4wMS5GSyg0GK7kff/VX/3VFZ3BtQqCr8NiEP4nrGzDFwG8H0AGwANXdMVLjIWFhQYQiSYRgafVXXQJ2HCCtBDgwSXdlpKzUCiIhKeWT6fTokkBKz7NCe/r60PEJqsUi0Xx4yixAUuSszbe5OQk7r77bhw7duxNHAgi9MFgEKOjoxgaGsLy8jIOHTqECxcuoLe3F8FgUCIOuVxOACwdEtJsyKamJoTsMKLD4cDmzZsxMTGBhYUF+P1+DA0NiUCrVCr40pe+hAcffBAXLlyQbkD6daYyk8TT3NyM6667Tt6nn4naXOd3ML2WwiQQCKCjowNnz55FwhaALtvyYaOSgYEBHDlyBC0tLfj617+O9vZ28YEZK9chtHe/+90olUpYWlrC3NwchoeHsby8jIcffhifbmnBe97zHrw8OSmhQu4jMvomJiYQDAaxuLgovRzZGo1WAGv9LS8vC+OUbFRdqegTn/gE7r33XlEGBw8ebGiImkgkAEBoxwAwbYcJGfampauT0Vqam7GysiLzyh+Gvxk9A+r0dmI8AGRNSMRa61grj+BJAE/yd7vD0SYAE2OmmbyiK77F0JWHiOprggy1PlAv3kgfnCYhB/3joH2o03YuOgWADsPQFwsGgyJwNE2VB5BoLU2xcrmMFtSboDgc9XRSammWnAIg/fGam5sxMTGBQqEg+QErKysNtFT6lTq5iAw8uj+dnZ3S9ba/vx+HDh3CzMwMAoEA+vv7sWHDBhQKBdlghw8fRrlcxvnz58VPTyQSUiaLc0tKLpmBminIQY3HSkp8Xq/Xi5WVlQa687Zt2zD52GMolkpIxmIiqKvVKs6dOyd+PtceqNex5JxSy+3cuRPPPPOMcCBcLhfuvvtuXLhwAVfZnYc88/Nyn6zkwwNK144AMetZUCubppUJyhJkdMMIwpH41draiptvvhmGYTQUMCHgyMMrDFRA6iJQy5NNyhwH3gPdOiEsOeuNZVe7s8w74Fwx/EvFdiXjbfUksMuWHQIaCUW/zWBjBg2uEQShT09AhL6QjjTQbeBEARCKJoto8vtIo+UhZpYbax3yYNNq4CRzQYjg1mo15PJ5xO2wVKVSwSc+8QmMj4+LpRCJREQgeL1eTExMNFCAAQhzjQsPWMIuFouhta0NZZvIwvuqVCq4++67MTc3h1/+8pdS5ntkZAQPPvggQqEQ4vE4FhcXGwqNsggIUC+/pn1LCi1qrPXr1zdYJxw0a/kZIcmgHkvnddjHIRaLIZlMyvtZUj6RSODb3/42ent75T56enqQSCQwPz8vpcx27NiBubk5nDlzBsvLyyiXy7j99tvx8MMP44EHHsDGjRtRrVYb0o5ZK4AWiMMGRMnhN00TIyMjWFlZkU5QXV1dUs+Q90kznC7pRz7yEckF8Pv9OH36NJqamuDz+ZBOp1EoFLBp0ybBpC5evCjl7ukScT9polokEkGXbSVQSFAA6YK3xAZ00hJQL8e/sLBwxefvSjCCQQDbAQTxOyQUcaRSKUnQqdVqDZNAaQ6gIe5OEgUAyb6iNnPa3HvGoZlj73K5hHHG76zVapicnERnZ6cImkAgIOAcJS8r/0oUwOVC3vZjyRqsVCrYvHkzjh07JrFu8gnou+uSWQTZdPMMzXGv2CYmBSLTf30+H/bv3y8C6C/+4i/EqonFYjhy5AiOHTuGdDot6DwJU7QC2F6M4Vs+O9Htjo4O6dSkaa28l0QigUAggGKxiHg8jmAwiJ6eHkSj0QYLqbOzU+jCZOetX78e8Xgcf/M3f4OVlRXpAsyGpoFAAKOjo7IGoVAIs7OzGBoawssvv4zt27cLvfro0aM4b2c2zszMiECl5iX+wX2g0fhnn30WpVIJvb296OrqwtzcnLifUkfQWa+tEAgE8N73vlcEhGmawgvgZ66++moJD7JeJl265uZmUS5cayocj8cD2Jqeh19bBKxARZ4Hn2l1TgMttCsZayUUfQbAPwC4VG3k35pQBAAf+tCHsH//ftGSFAIEfXRmFcM3+r00Jzk55XLZyj2wLQlKYM26o3alecgFonZmLJtsNKB+cGm6MQxIS2NlZQXvf//7EQqF8PTTT0tTyq1bt+IXv/gF0um0FA5JJpPSlYegIWPDtGw0ot1sRz9uvPFGPP744zh9+jS2bNmCfD6P9vZ2mYtXX30VzzzzDGq1GgYGBuB2uwWo5HwyPEiQUVN/dVYj3x8MBhGJRESjcmOSyNXT04OVlRVxcxhmJBgYDodRtnsuMlORTV7a29tFKzL/g1yGtrY27Nq1C6+//rocji984QsYHh7GD37wA4mIHDpzxgIb7b5/PFwEHLn+rJDN8Bpp2YlEAvl8Hv39/QIW0iXTrsG9994rZdYACKhMjT06OipCgPUGKABYLEYDoiSeEfQLmKbkZFAAMKGI66Hp99wb/HE4HPjAB5gQvPaxVovgz2GBhc+NmWZavzBuGM9f+iNXPqrVqgCA9O/oyxFI1G4B0XxdI1+X5HIpv5smMHnjnDQdSuT3a9eAOASBJAqb5ubmBtyCPiYBvQ0bNmDv3r0olawS2AwHApA8eT4LLRyCnponQRITcQ8AWFxcbPCd5+fnpZdiLBbDE088IZuvr68Pb7zxRoPmoNCh5tP5G2QO8mDQ/WJEgnkguVxOwDQy/9rb2+Wg8dAlk0kEUO9wRG5BsVjEG2+8IRYWU29XVlYA1Hv8bd68WYhFPp8P8Xgce/bsgcPhwG233YbJyUkp9NJkH2pWaiLVm+tKBJ81B2kp0PqkEqCiME2rXBpp062trbLHeH+6liTdA8CyMqenp+H3+99UP4N8C2JhBCE1n0BzQjS9mZgCrWZtFVMYvZ2x1gpFs2Om+cRqIWCPP3nbV181HnjgATl0mjsPQKT8arxAYwKsDszEJS4oNy61NjUuJSx9N/r/NNuJ2AfsFGBKeFolzPCjUMjn8wgGg8jlcggEAti0aROKxSKWlpYwPbNUxDwAACAASURBVD0tgCG1TSAQgNPpxNVXX40HH3wQQL20FQ8ofcBwOIy+vj65NgGmeDyO3t5epNNpzMzM4Ktf/So8Ho8w2HK5HGZnZ5FOp8XMJ13Y7XZjcHAQvb29wpuv2ZjKO97xDgCQeWLxDrL/WJ0HqIN8mUxGSEx8Fh6MTCYjDE72QvjJT36CQCAg1YojkUiDGR4MBrF+/Xr86le/kr4H1LiMwsRiMQwMDKC9vR0rdrn1RCIhoJnf70dXVxf8fr+EJF0ul5QCI529WCwik8ngwoULgoEQDMzn8wiFQrjrrrvEGiqXy1LEBAC2bt0qRV8AYG5uTgBHhga5l7QS0haLJgVR2JC4xNckw9LutEWcplKxyqrdd999b+vsrVUQHBk3jP63eO0Tb+vKlxhLS1avFPp3XCSg3oKMEhNAgzDQkp9AI39YclsXgQAgWpOTybTgarWKpaUlERhkJTIOv7S0ZPXmy+VQsoUOwUcmpFSrVXz4wx9GKBSSRQ8EAvB6vYjH40gkEkJVXVpaEvyAMWGahU57k0YiEanhB0Dwilgshg984AMoFArYu3cvMpmMVVjV1jqHDx8WIcd5SyaT0gUqm82iWKo3JKFFduutt9ZZhzbwx5wMDmoklvnyer3o7OyE3+8XMIshWFo/xEF47wxftrS0YPPmzXKPxWIR9913H/793/8dFy5cEBLN4uIi9u7di6eeegrf+MY30N3djVOnTonW9Xg8CIVC6OrqAgBxbfSh4zqThsyEJ1pY0Wi0ISrlcDjw1a9+FW1tbQ19JvnZa6+9VvIMAGB+fr6BD8M+F6wJQWXDysqass2oFK/FxCKS0ugCaBeX76lUKphXUZMrGW/pGowbxv+tfs0DeHncMJ4DMAugql77GICvvK2rX2LMzMxI+28CTmQP6srG9I9osnOjU3PrjEVuaIbkqNVpcfC9xAr09wSDQVnwubk5+RzjwLxHboRMJiNNNJxOJ+68807s27dPioJu3boVJ0+eRCAQEN7A5s2bMT8/L7RfXXuuWqnA7fEgHA6jVCohEolg69atOHPmDIB65uCJEyfw9NNPw+12Y25uDoFAoIGCqllz4XAYy8vLcgBW7HJdrIVXKBTQ398vZdEZTejs7BQmIOPwra2tiEajb+K203KjIK+ZViYkXRJ9X0TUjxw5Iq9t374dr776qqwZrbFjx47h5MmTqFar6OnpEe29tLQEh30YGNIjIMyEHp3XEYvFcNttt+HVV1+FaZpiYUWjUQEuCS6OjY01cAh0ItzqcN3s7GwDRpLP562wpiKP0WXSUTFq9NbWVtTMegl1zhf3sAbOubcBS6mdO3fubZ+7y2EEfwFVmNQet1/ifd1v++qXGHNzc7jqqqvkd4fDIRlc2myiz0oNAzRyxokT6MGF1P4YfXJKWF0DkP4qYLkmg4ODog2Y9UaNyZ9arYbl5WX4/X6k02ls2rQJk5OTSKVSEmKjdcEqQ9PT05iYmBDk2emsV711OBwNIdBsNovu7m7BMPx+P6LRKJ555hl0d3eLNiO+QOTc4/Ggvb0dyWRS6LLa4uLz12o16SIN1DM+meVIIAyAmMnhcFji39RMFGghO3e/rbUVBZuc1NzcLP67DtGWy2V0dnbC5XJhYmIC4XAYAKQdHDkf9JFjsRh+/vOfW0JyZgYD/f1ibTQ1NTUAkdwPuiw+y6LREmKyDoVYrWbVPti2bZvcL4UXAeXh4WHBgSiAdLEdhmjZr4FuC4U0rTW6D22KSEQBQeWllRsFr74nWl9vZ1xOEOwfM809l3kdwO8WLASAhx56CL/61a8A1BFdxrypgelHc7L1wSL4lM1mEVCTzRAaw4z00xjyYWINTdP29nZks1kkEglxK3gguCBBWzrz+3R9Qxb/KBaLuOOOO5BMJhGJRORZeOiAepFL+pFAHeXm/RBX4LOvrt6zsLBgMdPs2DKvwQgAN7+ux8hDRR+ZgmzTpk3IZrPS8CWfz4tw00MLBeIFQL2SFKMRQF3Q0Noh2k1wlYeFlpTT6UQ8Hkd/fz8ikYgAbYDF9yfa7vF4sGPHDvjPnYNhGEIGYiSGc8fy4bq3hS4uyrXn/7ned9xxh3BCCoWCANMMYyeTSSwsLMhnaGUSWGTdAmIrbC7DYrbcL7RatCDjGnHPARAXhlayVoqf/exn3/a5uxxGsFYQ8LemGK8eNLN1Bh03AsMm9JN0GI/mG0NbOvzCw0pBQcCNmIP2JQGI5i8UCojFYvI9DMcBaNhoBCN1FiHNtvb2djz00EPwer2S70DfkZVnqEXYn5CHWsf3/X6/bDCn0ymhsyNHjgiaze/I5/Oi4XgA2biEblZfX59osVAoJCzBBx54QHL+U6kUQqFQgzkM1Ju5TE1NYWJiAufPn8fU1JQU19BoNi0HABJhyOVyEg4lLZYClIchHo9jbm5Onp+doqnBmXR1zTXXSBr4ysoKFhcXceLECcll2LZtm6wrrQvmArD4CQ8qtbjD4cC9996L0dFR6fvIqNa6desQCoWkyxMBQaDOwCStnIK9WCyKO0CFpHENullcL84XhaTmz5AHQssEgDTAfdtn7q1eGDPNmbd6bdwwfHbFIoyZ5spbve/tjh/84AcNoRH6rvTfiWTzR/tJlOQi+R31GnIEAum/UWIzWYPxbZqFgLVILS0tWF5eRi6Xg9frldwADg0eMcZbrVYRjUalLdry8jI+85nPiCSn5uH/29vbccMNNwgyz41P9LpUKiGRSKCtrQ2vvvoqPvnJT+Kuu+6CYRhSQ4GbkYhyPp9HR0eHbKRwOCzzVavVpCMPzVImJAUCARGqLLDJ+QDqsXNNV+a1KWw4j6zQRPyFroppmrjnnnskskABzcpBFPwENGlCM8LAtQGszkL9/f0ol61GtMwhyGazuHDhAk6fPo3W1lZs3LgR11xzDbxer/AkmJbu8/kQDAZlD/zjP/4j7r33XhHW3DP8rGb70UWjhg6FQvD7/WhqasLS0hIuXLggxWo4/5rCznnKZrMoV+o1GjR9nc/PpCdabzwj3//+93+rM/eWgmDcMN45bhjfGDeML6u/tY4bxi8AJAAkxg3jsXHDuHRa2m8xHn74YfGTeIA5uPGampokpZQSlngBY6w104RZq+dyA/WEpoCdtkphwoPAyeXI/f/tvXeYXVd19/85d+5oep/RzKhbVjGSZdmyZOQmF7k3XDE2wZQkwBtISMINafAm4U1C8uaSEH4QEgfyGjCJMRhwb7hgyZZkFVvFRZKtOtL0PhpNuTPn98c5333XvR4ZWcUqnPU8ekZz59xz9jln77XX+q7vWqu/n5aWFvbv3+9wA+004iNYZSVASiDY0NCQ4w3k5+fz+c9/3iHKkyZNori42HEFXnvtNSAg51jmmFDjVCqohtTb28uaNWt49NFHHX1Y9z00NJRRTn1oaCgoJFpU5BZ2SUmJm7ypVIrRcNyzZs3i05/+tLOENAkVFpSIwaiIiywUYRobNmwAggWyfv16+kPgK7sAzcUXX+xCuKlUigkTJrBt2zZXkUfUZVkRJSUlrsx6eXm5w2HuvfdeHnjgAffeZP2VlpYSj8dpbGykoaGB1atXs2XLFgoKCpg1axYzZ86koqLCLTjNoy9+8YvOulOUoLy83ClVVWNSKM/3fZqamujp6WHChAmuulNrayu+H6RB613qGSmBSIvcgoA23wRw80W4kOpC5ObmOnf0u989vEbl7+Ya/DZBo1MLRX6VIPX4OwQkoykEHZKPuCjcJKAkG2HV5FTlWbuLQDAJ80KTy9YaEJjV29tLb2+vswqk0XNzc118HwIrQ6ZbLBbUKxQoI06CPRbSYKDQYZn5Sh+ePXu2izrIRM7NzXUU68mTJ7t7Hh0dZShUhpWVlU7xiaUmNLyvr8/tWsI7+vr6nK8sRSi3ypbgyonFGPV9lixZQnV1teMN6H4U/rSyffv2jGpC1uLStfQeY6EbJyRc7s64ceMcPz8nJyfIrQiflY7LZtgNDg5SU1PDpEmTMkC0rrDse05OUHRFSUkqcCNUvr+/3+UxqEuyUP6RkaDAzPTp0929SFGJDzEyOup2e/nxWty1tbUuVVlh4JGREfr6+tzC1vls1ESYQWFhIV44d6WopThTxlIYGhpycy+7TP2hyrspgnnApQnf/zFA0vNygU8CDyd8//MJ3/8mcBVBOvIRF4uSCt0XyGTrA2RHD+RrqseAfZk6p3xtwJmf3d3dDniEIHNQNQV1PQFqAv5isRgVFRVUVVW5sCakqy3rBba2trpa9l1dXdxxxx18+ctfprq6mpqaGqqqqigpKaGxsZH+/v5gFw0VhOd55IeLsqOjg4aGBrq6uujr63M7fklJicMT4vG4izDk5uYyYcIEF2dWarZ2My3AgcFBpk2dyty5czNwD1kXY1W8EW9AmIxVhh0dHe64GTNmOKaokHLf913tvs9+9rMuRClgWPdgG9tUVFS4GhLxeJwVK1bw1ltvMWPGjIDxOTJCLCedulxWVkZHRwcf+MAH3EIEMnIHREGOxYJaA7Nnz+YrX/mKy0XJy8ujt7eX+vp6Z/ngpytfaQEqbVs41d69e51i1PMUzqH3IMsRcJiILWQrMFQWq44VE9X20LCZoYcqB2xwkvS8XyV8/yLz+1LgaeCWhO///EDHvReZ5nn+xQf4W248zp/8yZ84c8367jLvvVjMvRgpA+02sViM4ldfBaBjzhxnetkdfFjoeRiqiefmgh/0SvBDt2R0dJSceFAb3weGh4bA8xiXm0vRq68yLjeXkfPOYzj0/6xJrR1b/6ZNm0Z7R4drcBLLyeHpp55yO6u+OzQ8TCxUgmf09DAyOsqmkCA0ffp0du3a5chLilposhQUFjIUluYaGRnhzDPPpL29nba2Nvf8ioqLwU9XhD6rv5+ZM2bQPW9eOqEqpLKK5q1+iJLu7m6am5vdgpEbt39ggClTplBg2p+NvvBCwAw87TQAl8Isqu/o6Cj33Xefw1dKSkpoaGhg5syZNDU1ue/0799PdVh2PCceZzikO/u+z+ywz+CrRUXkxOPkh+azOlgJO5JF6fs+JaWlQZn10VFuvvlmKioq6OnpCTgkAwMMh26dq1W5Zg3+6CgDYUNYbSKinouZqfdiST+pkZF0K7AQ8NPmoZ0+NzeXoldeCcLXIUlJY9XGp+P1c2hoiH/+5392PT2y5fuAfxANTt7NIhjO+v0GYAB4MuvzEd6jeJ53ved5d/e/yzHDqRR//7WvBZGBcFfX7pOXl8e4vDw80v6TFp8ekCMRGTPVmpgA8dB9yMnJIZ6bS04IRvohqzE3N5eS0lKnBEaV5xAuVn90lP0DA7S3tTkmnQpNWjdmcHDQUWSrKiuDAiijo+zr6+O6665j4sSJzsSLxcLuwX467TgnNM3Fude58/LyyMvPpzLsnZCbG3Td8X2fWE4OU6ZOZcvWrU4hycrJCePkQ0NDXHLJJcw49VSHZssC6u/v55RTTmHq1KnU1tZmKAEI8iVmzZrlMg9bW1sZP348s2fNylACgMsjqK+vpzJsTiKlJ0V/9dVXu9CcXBqBioqIlJWVuSI2wyFnQZGRcbm5DIah0tHw3nLCeSFrycblY7EYgyHu8ZE77iAWi2VYP3qfeXlBt6RUKkUq3IE9z3M7tbogdXV1MTiULjw6MjJCjkl0046uJi5Syi4SpsVNmh0rF0vK2S248P3Hc3NJfv3rB1QC70XejUcwLul5ExO+vyfpeRXAbxG4BW79Jj2viqDHx3sS3zQ4+XVY52euvfYdEQNLxlCugd3tLRUToOu66zJyCZRMA+lOy5D2XePxuCOQKOlJ59KuMjw8jEfwktquuYaRkRGqq6uDFOOmJsdu1HkBeoDqxYvJAeqAzZs301NSwsSLL6Z/61ZefPJJV7PA7WBhQc9fnXIKZWVlVFdX81o4Eaqrqx1D7qmnnnK9+/Ly8qivr2eoqoply5ZRV1fnOBjqo6ein6mbb6bn/vsB6LzmGjfm2tpavIkT6e7uzoiQZMtMArxg1pQpztKykkqliIc/e2+8kaKiIgq6umhqbmbixIn09/UFu/aePbTFglp7IpH5vk+qvNy5WPF4nMbR0QylJP6+3IqnQstFBWIUERGwqzoDcm1uuOEGvOuvZzgMo3aFOQQFBQXkFhbSYRirxeFuv3PJEqdYh0NsQ+FAzQ3rgth5qTkra0HHiv8xPpzPLVdd5TYs1TCwUSZxSr7/1a/+mhV0cPJuiuA/gNVJz1tG0NikGPgHgKTn5QE3EfRDfOWIjOQAImRUC1nAlRa79esVNpQprodsgTKhrnoxAvZk0qlktEJoOod8OJvJqGtKUbS3t9PX18f48eMdiaSzs9OBeOPGjePNN9/ktNBEnj17Ns3NzRQVFXHuuedy9tln84Mf/ICamhri8Th79uxh1PcpKytzpdZVATcej9Pd3U08Hqe0tJQ5c+YAgcmuTMPVq1dTUFDgriG+Q2lpKV/60pecaVnkeZSVl5NXV0dLSwszZ8502YPKaJTFYWvwSU455ZQDvj+RlhStaG1tpaCggKlTpzqArre3lzPOOIPCwkLKysp4+eWXM5B83W9XVxfFxcWukItcF3H2AZfnILq2fHtZDiUlJa5/wRe+8AWHVai0vQ2VCpHXIswLU9tF31aGpijQmpsqNKqdXPNFuQe2QCrglJjyC6x7ocQzuRiyFGyU4UjIARVBwvd/lPS8EYL045cI+h9q0RcDVwJvAPccsdGMIYsWLWLNmjXOrLNFSSz4IgBHGV+Qpl/a/AGZaSoVZRM9ZKqJ6KKdR0Qdm5/g+0HeuB8ePzg46LgLu3fvduST6upqR2H2PI+2tja2b9/uFk9t2Pqqvb2djo4O7rrrLh5//HHWrVvnSCbKqpSVMHnyZKfA+vv72b59uyNd5eXlsWjRIh577DHXu2HSpEm0tLSwb98+rrrqKldHTwtt2rRpjI6OUlpb69qxCazct28fpaWl76BrH6zk5uaSGxYNkRLVOSdNmuQm9/bt25k9ezaf+9znuP766/nhD3/Ipk2bnLISkKbFvGDBAl5++eWMEuuiISvpS/NFykuJRn/8x3/M+PHj2b17tzumo6MjoxSeci4gAEZVkzEHaAzJRVrkwlT0fe3cmqcCBjW/FFYWMUoYgMhzlmcgy8OWQNO7WBhiFUdC3rUeQcL37wPuG+PzdoIIwvsiqvJiOwfJRYA0TgBk7NTSnKrJJ3NNL0AL1HbS0YT1PM8x/mSaKZSj3X40VET6XOPQGEQqqqiocNcYHh5m165d7N69myVLlrh7rKqqoqqqiq1bt3Lttddy/fXXc8899zASdsNRaFO+dU1NjaO+xuNx6urqyMnJoa2tjY0bN7qsRwF6N954I7W1tVRUVDhTX4qKtWsZHBqiIDy/6NgiJEGAjG/fvt0V1WhsbGTx4sVjvq9169a5ykWxWIzTCBRCf8hjyM3NdeE90ZRPOeUUBgcHqaiooKKigvnz5/PTn/6UX/ziF7S2tro8jdzcXHp7e1m3bp3bMfXuxeZTBqUUp8Zx1VVXccstt9De3s6ePXtcJqfCwTLrLYAHuBJ6mhsqTCJrsKCgwCUWaQ7IdNe7k3UgFqXYgVIItnISkFGaXZiD3F1ZCUdSDqlm4fstra2tTJs2jcrKSqctrQ9mU0ItC0uAoeiXeriyBEQH1sPXIgMcPiByimLYAotk5im7TXRSSwLSglKmXnl5ObW1tY6u+tJLL72jQcbMmTNdc88Pf/jDrF22zDH+RBu2u3NlZaXjRogFmZeX50Jap5xyCueffz5Tp06luLiYkpISl8svpZVD0Ck4HtKuRVO2uQSdnZ1MmDDBKTlVIK4NrQgI0sibm5uprq52ZvW4ceOC4qLTp1NSUuKsN0grbYlINrq/W2+9lb6+PlasWMG2bduciS/R8xdHBNLNcDUPOjs7OeWUU5gxYwY33HADnZ2djtwla0ObhuaPHUd2FyIlm2mHF89ESVcKpWrD0niADKtW57PgpeaZQt5ySW3UQBvZe61S/OvkhFAEH/3oR3nllVdcFplelMUIhLjrQelFalKLU2C1vhSIPtf5tLhtSWzFt/WS9X3tHjILlTU4NJTuECQUXotJvfd27tzJU089xaWXXpoBgAkHAJh266007N7NzEsuYeXKlezZs8eFG3Vv8mu7urqoqqpi4sSJzJs3j7KyMubMmcPkyZMP+Gz37duHHzY6UY6DuBkQLO7e3l7Kysocwh2LBWXd5Na8/fbbjrijwrBKGIvFYhSVltLU1ERdqHBF602lgoKq+/btc/ec7YJ84hOf4BNhk9E777yTnTt3OiBRWJDwIiH54oosWrSIpUuXOuLZzp07qaqqcoSljo4OxxLUHNAzkKkv5ubQ0BDlXroRjuaO/qa5KaUslqesSc0rzT9hFgobC3+RFaFcAt2nuDECyW+77bbDWVLvkBNCEQCsXr2aM88803HTRQbJZhMqFVYaXii4DVVJy8qs1M4oGq98PpvN6AglpEFHccW16GUNyGJRCS1It7cS9z0ej1NVVUVZWRlPPPEEABdddFGawSa3I+QfTLvoIi66KE3X2LFjhwOrWlpamDdvnisKcjCyc+dOl413SliRqRJcGfKdO3e6+8jPz2f79u3Ot1dn4vawPPns2bPdmPbv3+/6Liqvozi0oLZu3cqkSZNcfgcE9Sf279/P1q1bmTlz5jvGKaUC8N///d8ALF++nJdeeolXX301o+pSZWUl5yQSTJw40RGiBJ6KkZmbm+uov9oQampq3M6uJCR4Zxu94VSKWGieC/AT7qGFr2xDG8mym4bmoqwAO+96e3vJD10EWaeW5yNLdN26dQf1jt+LnDCK4NOf/rTTguXl5SxZsoQzzjiDvLy8jMYY0vCWwy0zTRpWJpZ1LWQSCqQRMKVuwlr8Qn9tzrn66VmtLyvC7nDCJKRcNEnOPPNMV4Z6/fr1XHDBBWOG4qxMmzbtkJ7j8PAwr7/+upvESnDKycnhjTfecB2WFWVQ8lJxcbGLhsgqsOQsCKom+b7v2pi7MK2Xbtvd29tLQ0MDEydOpLm5maamJseM3LZtm4tqyEKQElAtgsLCQi644AIuuOCCzBu7557g50UXuQpSSu0VFbmrqysDBKyqqqK8vJzu7m66wm5MkHYhdZ9axLHQYtQGopCmsIHBkMglLMAzx2tn1/mseyv/X3NVc8UqExtlOJx04wPJCaMIIEDYBwcH6ezs5IEHHmDt2rUUFxfzwQ9+kIULFzqTVi9Ek08v1SoES9awiSSKIMi8sy9A5riNVghslOug8BCQDjuFGl+UUCkoRR9Uyqq+vp6qqiqee+45ampqOP300zPuX6nTPT09TJ48mdHRUTo6Oly+hFJ3VabLSnt7Oz09PY6JWFRU5OoOyuWReT1hwgTHkhSwqomtZ2qrKUmk9JQ1KWbfSCpoq6bMw9HRUXbv3u0iAArVyr3q6+vLiKwAGVWAWltbGRwcPGAvxpqaGpesZBl/yvITTdnzPGf5yEwXpqOwtcx1wFl32mj0/vv6+txz0XyTlWnDgRYrUMhaxwAZFoONHGhOah4fDTmhFMG3vvUtbrzxRmeWd3d3Mzg4yDe+8Y2AjnvGGcybN48lS5ZQU1NDrLTULdS+vj73QLXQLZ6g3U3ug0X5tXNbDoElN2mBS3trklmtLmVh4+ICKZV63NjY6JJqANasWUPl9u1MDxeEEqJUj1CkIitWCTQ0NNDW1uZ8coFkSgAaHBykpKTEceZl1aiwiRa63CmNVzRgFUSVyOVSZSGld+fk5IDnuWupvqN2XJturmedn5/vWISq+X/qqae+4x7HEjEZi4uL2blzJ52dnYyOjjqrRoqqq6srI+4P6WrHsvRk1YyMjDAyOspIuBC1q8sakLK3OQOQrlQ8MpLuyKV71lzRvJSiGQ1dTB2nZz86OsqnPnXESoRmyAmlCCDId7/tttvYtWsXW7dupbe3l8rKSnp7e9m4cSNr1qzhJz/5Ceeddx43hvn7lZWVFBQU0NnZ6eLvenEy2/RiBBAKY9DOoJchS0ImsT4vLS11YJoUirUkNLFsrFjfF5YwODjowqRCw8fX1NDT00P79u1AYBUpt2D//v00Nzc7t0UTS3TlgoICFx2QsrKmvawhy4LUmNWDUcVQxdRTerDcJdUGgPSuXVRU5BqeyOwVeUuNXKRo9MyGhoK+i4payHT2PI/y8nJisRibNm1yZdpGR0ddFeH8/Hxyu7qI5eSwL6wWJFZhTk6OSwrr6+ujq6uL3t5eh8IDGdeSaFyAIy7hB8VkNS/kHsiF0lzRfNJGo3ctkpSekZSPrFhtEqMhCGktjOHhYf7pn/7J1ao80nLCKYLly5cTj8eZO3cu1157rTMrd+/e7RSDinxu3r4d3/d5+Etf4mMf+xhnn322Q+/Fa7cLwiY1Ac6vKywszAB7ZC5awpJCS9L8KvIpxSKzUECkJpMlnwhwVCSjv7+fxsZGZ9Hk5eW5MtlCnhWPVpy7u7vbVcWVAhgeHnY+v2rv24lbGv5tf3ie5uZmVzpdvQZUqVhkHbkjaqwCuJbmbW1t+H7QR3DChAnkh9yEkfCnLAvrHilMl0qlMhSmSskrItLT08P+/fsdMKwyXrUhx0RjU60FNXe1iTqywBQeVZq5ok/awbXI7bPT+xcGJWKbXE4pN7vLCy+yAKGqIdk5IczAYgiysiDoGH205IRTBADPP/88LS0trl12Xl4eZ5xxBpdffjllZWVs2LCBN998k6amJoqLi6mbO5fvf//7LFu2jNNOO40rr7zSJYqopp9NEtLiVthPnAILBkKauWjTdGVO6uVqItgsRE1yWQBKG9Zk1bmtb9ve3u58dZVhk6ViAVDlEsh90XfEluzs7HSdenXtwtD8VKn3kZER58MrRFleXu4WRk5OjqvnaH1WLTotOIGLonW3hL0NdN62tjY8z6OmpsY9CylVRRykOGQpKRlMtGgAPQAAIABJREFULEJIJ+kMDAzQ3Njo3ouOkfUnqrM4H7IIpVQUDdC7sBaDSEI6Ri6ABfwAxwSVlWYxJX1PFoSekwWOdR5ZlMKijiSLcCw5IRUBpMs8y49fvXo1DQ0NzJo1i5tuuolJkyYxrqXFgXMVFRW88sorbNiwgfLyci688EL3Ym35KO0OuoaAPUibkNqNC/v7Xa867Qg5OTku5m7ZZ9olLOPM0mDtdbQYSktLHZCkgiHWOvD9dIlwAXny2eVvWzA0Hg9Koo2OjtLW1uaU3LDJkFRhE9VP0LPIRra1u9luwNoFVafAlvLKz88nPmGCA9r07OPxOD09PeTk5LjKRFLISqKS8tT9yVS2la1zQ1xDikkLUZhILBZzvRx1P1K6lpwmsXkANmFIUQIL7EE6sUjKQc9N+IqlFVvKuuaVrmMtC7k22cSroyEnrCJ49dVXOfPMM53JBQGa3NHRwbJly6itreVL48cHefTz57Np0yZXW/7pp59m06ZNzJo1i0suuYSRkRFXYRhwO40mq+LCErkGDkQyIUG5BzLVRX5SooxozPn5+S7EpmQgwE0i7QSa6D09PW7xQxp3UN6ElIFcFi1cVRsSr0F0WnU76u7upoaARjsUJuRox5USs76qDY2pSvPGjRsZHBykrq4OSGfLabJrQstK0sKQwhOZRsQshWfV0VnXnjBhAh0dHS7RR+PROTUuuWG6vp6l7tvG/iEdPraJZ/39/a5cvV30UkiAs7bkXmqRy3qwOQ5SEHrH+qdnrYSj0pAanlNV5UDNM88880gvn3fICasIALeIbBaWFmhPTw/Lt2xhZGSEF159lUsvvZQrr7yS/v5+nnjiCZ577jkaGhrYtGkT8+fP59xzz3VVjBQLF4gl4EjdhYToarFoR5E/rgkkRFmLQGi8vi9zGNI7CuAsFJFWRkfT3aEhXZNPk1QRAY1fY9BCEUglhSmTWabnvpCpKBfI0qmtX23DnlISyij0fd+1lO/s7HTnqKysJG8kqAsh0M2azqWlpeTk5DhrxJLBLC8kPz+f7pABKYBTqbuyELS4hcEoGqBnK4tP+IjuT4pcil3RBLkisVjQ7KY0JI7J8rChU+sCyJ2Sm2hZhnLXCgoKXJ4IBAVhV69eTc2GDQwODtJWU/MOi+toygmtCDZv3kxdXZ1rZy5QTi9EC6e7u5uf/exn/PSnPyU/P5/bbruN22+/nYceeohVq1axadMmHnzwQcaPH09+fj5nnXUWF198MR0dHTQ3N2eYvJY/YPGC7GtaK0K7nBar/Nfi4mJXu1AKwqLQ48aNIzUygm98RykQ7UCqWCxLQuMSRqDjtIAB59/m5gY1IePhuHdu3+4WUiwWc8xHi5dIwYlopMXp+77DMdTPMDc3l/b2dnLCqj/iFQgzsCXlpFja29tdvT/ILFYrgpCUgaVx6/5sNEDWkF3wUrK6DylUy+bT4relxMQ9EDhoiT7ajOT/CwCVEigqKnJ5K7KWxKbs6upyiWkNDQ2Mhn0y//vNN2lubqahoeF9WUsntCKAoDPw+PHjM+icWqgWNNJuOzQ0xE9+8hN6enq44YYbWLFiBXv37nUx61gsRkNDgysyCmmCjCaBdlLtuDKXx40LOvloh4K032xDU7bjkb5nMyRzc3Pd3wjPJXxAmILObRNsBOJp8cj8tP6rkl2kWPr6+igOn5UWsEDElpYWOjs73eJWSXK5UEK/ZerLuhEb02bf2ecopSVAVK6PnpnlV2iBZZvglt0njr+XpaBFfLLPx4ZPZUmq1JgsHqvM5WJpN/diMTcuKRadE9IRCGFCyo1RCHRwcJCGhgbefPNNPMOtWL58OWvXruWyhoZAUVVVvW9KAE4CRQDQ2NjoMuAs9RPDAIO0LzgwMMCjjz7Kww8/zIwZM7jwwgu58cYbue+++2hqaqKwsJDvfe97nHvuuVx55ZVu1+3q6qK9vd2ZkPLFNXEUDdAksxNbAJDSfDUekXaEdWiS28q1Sq3V5Lcxbo1F15USsYxGjU9Mvn379lFTU+NQdLk1ir3bmLaiE40hGm93antvXV1dbkHacKmUlkx9gWZ6XlrYtuOQlIjd+WWp6LoWjPR9n8GhIbzwOrJo5D5kF5jRwrf8Cl1bz11gqM7f399PXngOYUdSJIr5ywVQ2LWgoIDKykpefvll/uVf/oW+vj6mTZvGeeedx/bt23nmmWfo6Ohw37dRi127dh3BFfLr5aRQBK2trQGTMASfbA6BDcnp5VvK6FtvveUe+p133sldd93Fli1beP7553niiSf40Y9+RHl5OR/+8IdZunQphYWFrsJsdv6CBZw0Fl1LVoLCSzbEp4kpP9NmImqC2b8pjq6FKbekLyz7pbRc4QXa7SzRRWy7nJwcUiMjFIR+q41oyGzX7irf2ioepVpbxSCcAcIWXbEY/siIUzoC1aTMsok31tcWkDY6OupAQlk0UtCpVIrceDrtV+fSDqwoh86tkKQar0ix6hmJliw3UM9A0QwpaEvC0jMaN24c1dXVpFIpXn31VR577DHq6+u59dZbWbVqFa+88gqPPPKIs4oEOMr60PO1laDfDzkpFAHA66+/zhlnnOF+t2ak/UyKQgh7KpVyu9fdd99Nfn4+U6dO5ZOf/CS+77N8+XKam5v57ne/y6pVq7jjjjuorKykvr6egsrKwNyuqXGUXasALPpvgTC9bJmoQv31N+tyaFHY+L0q1mi3165bGY4H0tZPaWmpK2Iheq8wAu228RCss/F77Yjyo+X+aPFaRF5WkbU8FNZMpVIUhuO0OzPgQnv2Hek9iYOfSqVcyNF2ihYQKOUupabnD+meh1I8MulV+dh+LszCRgu0QDVPcnJyXHFRWR0C/gTG9vf3s3z5ckZGRqisrOSiiy7iZz/7GQ899JBTUFIgep56hhrPnkNsbX44ctIoAsDttAoh2QQi7XR66DITBfDIR/d9n507d/Ltb3+bj370o9x44400NDTw4osv0tjYyH333Ud9fT3nnHMOZ4QsuIqKigyQCHA7DKQ7/AhAkjmt6yuMqAUgRTJWRMSChQqdyfe37gikfXiJ+hkMDQ25XVbgHaRbiFVXV7uITDYzTspLomcrVqHuv7q62rXxKs2yjKQgBNhp0aVSKddvQkxNSMfqBUBqXFrEWvgWAJTyHcs6sG6L5wUt48QRkDIRgGtzAkZGRsgbN851rdY7EW+iq6uLdevWuXfy/PPP89xzz7nrCaOwG5R9lhZHer/lgH0N3g+Z9i59DQ5Vxoe55Z7nsSDkrb9SlO7KZl0FLU7txGPJyMgIJSUlnHvuudTU1PD666+7YhoLQ59y9LzzOOuss9i/f7/rwOT7PrnjxhHzMmvR62V7nudKrauMuiabLICRkRFK1q8PsvYWLAgWXW5uRhs3HScrw95jttKT66JWcKq1X7J+PV4sxv4FCwLl4/uuYYhq8cv/ttERKSvbv0GWmCyS1MgIxa+8EkQNwlqJunffKDkvFmMkVJ4qzz06EiT6KP3XHusbdw+gdMMGfN9n31lnZZjteq82WiN3TudKGeVp3Uo9S1kFZRs3MjI6yvAHP0g8PK6jo4O9jY1UhpvB+g0bePutt5zrpHmm96B3ZvEj56KlUsxobgZg+btN8vcgB9vX4JhYBJ7nXQ9c/+45ZIcmLa2tjK+pCXYW89It8COxfqmd5BKZxgMDAzz33HOkUikWLlzIBz/4wSAx6IUXSKVSbH7jDfr6+li4cCHFxcXO5JWpnZ1AosYsqnFvd1kpp1QqRSxcWC7q4XmMhgtQaLlMSlk/gFukuu9YTg6DQ0P4IVaQm5vLfhVwMSFQmdqKOIyYJCVLykkZhaP7yQl3fLsTx3JyXCMV9VfUvcRzchg1SmfEcCZsZCYvtFL0+8DAADnm/Wi31v8tR8Cez2EyBAoGgvZlGKBO4sViFIeWiZ5jfkEB40K25paWFpqbm12rvJ07dvDsM8+45wFkzDs7x/RTykXPe2BggKbmZmYc1uw/dDkmisB/D30NDklaW5kzZ47Tug9VVmb4ktoxtDA1eS0pxbK+tMCGh4d5YPNm/DffpL6+nq+efz5lZWXkLVjAA8uWcc+aNXzkIx9hwYIFAfEkJO70d3W5mgOauPIHbQhKC03+eDweZyQEplqWLs2IGMjEVq89m2Ak5NwWIbXmv+5bzyE3XEg9113n7lPPRDuZTG5It6Oz3AaxNmWea3HJ5Pc8j/awv4T8fDsOmcsCR8N54iwlheL0zPR+lAxWHb7rrg99KCMKYAFAkYr0PeECGof4CiUlJYwAW7duZcKECbS2trJq1Spm9vdTX19P40UXce+997J982aXyRivqgJwERhZHnrXtp2ZXDpr1b0aduWSHJV18S5yUmEEVtTvTovLmcXhP00ui9IrTq4dRAtOL9GavS0tLTy/axczZsyga/p0br/9dlavXs0vf/lLdu3axYQJEzjjjDOoqalxcXktVI1HisfttKH5all8+qfxqjipFoX8T+2AmuRi8YkXIBHuoAVnUXDl3ssCUI8A7dAC8KzbIbq0VU6WSy/OfHYER89cSkL/1yLXWOW3S9Hod41dCkXugngNKnEmpB/SDWD1u7AV0a3ViLSwsJDHHnuMdevWEYvF2LFjB0uWLGH69On09PTwrW99i7179zpCliw4iTX1xROJx+POgpPFpGjO+8kXOJCctIpg165dXPnxj9Pe3s5Lpg6dWHE27gvpRiUW1AMyJrQWgxhsI/v28cYbb/CTXbtclODaa69lzpw5dHd38+1vf5u+vj5uv/12pkyZQnl5ecbOL0akFsm+ffvYt2+fS4wZHh6mPBbLsGLspJZSskrNsgwVrlQYUZ/v27fPpS+rGo/v+67wqJ6NUmWtv2ubyYghaElbQuoVDRkYGEDOmEXNpZClJGSx2EKfUsBaOFI+2vH1TIZCt8fzPFcMRbuvwpQCipW9ODo6moH263svvvgiDz74oAMuly5dyowZM/je975H8969xGIxGsP6h1LccqV0jzL7bQapHbPNDyksLHT9HY+lnLSKAOCe73+f+ro6rvrDP6SiooKVK1fS0NDA7t27MywFy4Cz+eVABi3VTnZIl9O22X8PPvgg//M//0MsFmPx4sXcdddddHV18cQTT7By5Uqamppcgsn8+fMZP348EyZMoKqqijlz5lBVVUVvb6/j3sdzckiRRpe16Kw1Y5WAzHJZCj09PS6pB8ioTQBpK8iSgLKTcaQM7e5qi7VIOVgSlM2c0yKFNHgnF0LKwFb10TO2Slr8CZv8pXCdHavIPjoPkG5OkhNkhir0F4vF6OjoYPny5Tz11FM0NTUxa9Ysbr75ZoaHh1m7di1/+7d/mxF10lh0fi16W4lIVpWeCaSjJfX19SxYsICSkhKefPJJHn300cOY4UdOTmpFANDY1MTEoiIee+wxiouLOf/88znttNNobGx09fIVKpPZKZF2tzuMzWyzuzLgzGKFpTZs2MBnP/tZ4vGgHuFNN93Eeeedx69+9SuX31BbW8u0adPo7e2lsbGRBQsWcOedd1JXVxfsrJWVAad+8mRXlntoaMhxA7TT24VuuQUyW7U4hRnYjD/hClIy2uUtUCk8IDtsJ+vIpivn5mb2A4C0wpU5b3sAyIS2Vlc2NVzgqL6vELESifSZxiJrJRaLuZCkMg9XrFjBjh07ePPNN5k0aRIXX3wxV1xxBW+99RbPPvssjz/+uDuH5RHIArG+PpCxOWiMGmdZWRkXXnghCxcuZNOmTbz22ms8/PDDnHXWWceNEoDfAEUA8PTTT/PFL36RH/zgB6xYsYLNmzdzzjnn8KEPfYjXX3+dhoYGtm7dSk9PTwZhxgJX+ly9Ee0OrckrU1E+ue/7rqvvnj17uPvuu3nttde45ZZbOPvss1m7di2PPPIILS0t5OXlUVlZSUtLC/fccw9Tpkxhzpw5zAnLrdnFBpm+viUIiQthKcgqL678haKiIqdQLAYhk1nn0I4tP9e2/ZYLoJi5Fqz6GXR3dzMwMODKsw+a2odC1i3vQtfWM1RcX89RfAOBbOJSiA2pHVv+vpSeBeW2bt3KCy+8QG9vL/F4nJtuuolYLMYPf/hD1q1b56wLuQl6r7qudWmkMJWFmE2uqqurY8qUKVxxxRUMDw9z//33s3PnToqLi7n99tuParWhQ5FjyiOo9jy//Sie/+Phz+8T7AY/+tGPmDFjBvF4nJ///OeO7FFXV8fixYupq6tj+fLlbNy4kZaWlowONNbkE/J8Q0gDfSjsNmRJJkDGgtRztsBbVVUVF198MVdddRXl5eU0NTXx7LPPsnHjRve9D3V2EovFWHbqqZxxxhnccMMNTJw4kVQqxf79+x3NVrtSR0cH3d3dbpe3fqx2OEg3jPV9nwlPPUUqlaL56qudYrBknlRInLK8BSHulk7t+74DxORDe55HxYMPkpOTQ9t1143J4dB4LBFI5rz8b+vCaExSJKlUirKf/5y8/Hxin/wkg4OD9Pb2smnTJtra2lwD1srKSrZt28ayZcvYsWMH27dvd+9K9yMimFxEKZlx48ZxTUsLQ0NDPFpTk8H2VN3G/Px8rr76aubPn8/y5cvZunUrHR0dLFiwgI997GOcc845dHZ2cvXVV7NmzZpfO2ePlBwMj+A3RhFA0AtA/f8uu+wyrr76avLz82lqauLBBx9k9erVzJ07l1NOOYXm5maeeuopt4tZU1Bm9pWNjcRiMR6tqXE7gSaI/GkbZtMOq7CYRe0hmEjz5s3jpptuoqqqKgDOfvADWltbeWnWLPbv38+ePXuora11fnVOTg4NDQ3E43FOO+00/uiP/shlIMqikclsQ6PaVbu7uyn7+c8ZHh5m7xVXAMHiF/qu6yjMplwJLUY9D0vzFShXUVERNBD9yU8Cl+T2250islEc7aT6KatEmXmpVIotW7awatUq5xaVlZWxePFifD8oeVbz6KPk5OTQeu21VFZW4nkeW7du5amnnuL111/PaHxjU8It0cpGKxS9kGUwOjrK9e3BbH20psY939mzZ7NkyRIKCwtpaGjgmWeeoaioiE996lNMmzaNyZMns2HDBh544AFWr17N3r172bFjx0HP2SMhkSIIf2Y/1HPOOcdp/Orqaurq6rj88su58MILGRwcZPv27axYsYLp06fz9NNPs2XLFlfs0nLqbwxr/z1cVeU+E39fu5csAEsHljmvCSY/e2BggLKyMldYNZVK8UnPo76+nj2XX855551HUVERPT097Nixw9UgVMux0dFR6urquPDCC5k2bRrl5eUOAxBQqd+Hh4eZO3cuV155JcU//Sm+79N7yy2kUimXfWgVR39/v8vms4lPMo9VhEMovNyJwsJCcn74wyCR5yMfoaOjg4GBAfbu3UtNTY1b6E1NTUydOpVx44I+gs3NzaxcudIt4vz8fJfjMXv2bKqrq1258lWrVjFj+XLa2tq4L+zgrJ1e7pSUnyVHyaKQotfit2XcpQg8z+Pmnh7q6uqIfepTGRbc3r17qa6uZsaMGdx0002UlZXx2GOPsWnTJrZu3eosyLVr1x7ynD0ciRRB+DP7oc6YMYOysrKMHb60tJR58+Zx3XXXMW3aNJc33tTUxO7du3n00Udpa2tzfnEsFuO6sFrvL8rLM86lEJ7dZfQ3m0xjP7fxdE3evr4+bg5DiQ9VVroOQIsWLeK0006jvLycoqIimpqa6ApJS7t27XIVlFOpFFVVVbS2ttLQ0EB1dTUTJkwgFouxd+9eRkZGmDt3Lhfv2EFhYSHFn/+8K+ypRiD79u1zUQjrBmhhySUaGRlxRVXlcvT09NDZ2UnFgw+yf/9+npk82XUz0n0qhLpv3z6qq6udpSIewAc+8AEqKiqor693IN3WrVtpbGzkpZdeYs+ePe45eZ7Hg6aqshawMg+F7APveDcSm2gEQQ2FmpoaTjvtNG7o7KSutpbHxo/n2WefpbOzk/LycpYuXco111zDuHHjWLVqFY8//jhvv/12RnpxX18fb7311iHP2cORSBGEP8d6qLNnz3bVdyQWYKuoqGDevHmcffbZTJkyhfnz5/Pqq69y3333sX37drZv3851bW3E43Eer611Jq2+L1fC7jjaJXWcdjqZyIDz5wVAyRx9ICxrZY+1+QXqdFxbW8uMGTOoqqqirq6OiRMnMm7cOLZv3057ezvr1693VYxHRkYoKytjybZtjIyM8HhtLZWVlUyZMoU9e/bQ0NBAQUEBCxYsYNq0aRlj16JU49HR0VEaGxtpa2ujtbWV7u5u8vPzGT9+POdt2UJefj5vnHMOlZWVrk9hdXU1JSUl5OYGrc47OztdQ5I33niDpqYmmpqaMuoOCDew7ywej3Nt2B34p8XFLqFKIKhCinLZsollkI5q6J7i8Tgf+MAHuP7662lra+PJJ5/kg2HPyvjv/A6XX3458Xic1atX8/TTT7Nx48YMLEbhZCnOTZs2HfacPVSJFEH480AP9fTTT3e17YWIW8Qf0pWLCwsLmT9/Ptdffz0zZszg1FNPpeeb32TFihU8UFLC2rVrXWksSNc+EDMR0n38NLFF+tEuZUORYjhe19bGyMgIj4VVmICM8wpN14S2oKYWiXbsgoICpk6dyllnneVyImpra5m+bBnjcnNpuOwyhoaGqKiooKyszDHilAYsP96WShP5SgQkmdsqd97Z2cmsl16iu7ubhyor6ezsZHg46L9gWYyWMSiR4pNIcUp5y+0aHR3lpu5uRkdHebCiwtUYsBWjrQK13AjLalRK+qJFi7jyyivZvHkze/bs4dprr2XRokXk/PCHbNiwgW/29NDS0pKZzxHLrJ6kaw0PD7N+/fojNmcPRSJFEP58t4d62mmnUVlZCaS720iza/JYspEWYGFhIXeNjjJr9mz8u+7i4osvZty4caxbt47HHnuMXbt2sXHjxoy8fCCDkmoTXSxwpWNjsRjXt7cTi8V4oKQkA+izLENId8uxQJj9m0JfloSja34oLDb6i/Lyd4CZViybT4tUVo92aZtfr+em3frx2lp3DzZ6YhF4fceWO7dKOTs/RLkW17e343kej1RXZyhXGwK1YKHlV9TV1bF06VLmz5/v2qi/9dZbNDc38+Mf/5jXX3/dXWN4eJgn6+szaNU258K+0/b29oNyB6wcK0XwG8EjeDdRC6nFixe7SWpNYIkmqSY/BCmoL734Ir947TV836eyspLJkydzzTXXsHTpUhYtWkQ8HmfLli1s27aNJ598kldeeYXu7m4g7cNan1TugxUh64plW1KTJqQt8GGReP1dO7W+C2mlBGlrxLIsJTKvFRrUTqtz6f9a0AojKoSp84v8I7FJQwLopOggjd7rnmwzVpGoLJPQ0o+14C3ol5uby/Tp07n00kuZPXs2l1xyCRBgMQ8//DAvvfQS//iP/0hra2sGe9CmqFsQ1ZKMbBm1gYGBA4YHj1f5jVcEks7OTlde2hJttJuLZKMdF8iYBKlUis7OTlpbW9myZQsFBQWcfvrpnH/++Vx++eXMmjWLq666irfeeotf/epX7Ny5kzVr1tDe3p5RFhvSBU+tmW93WciMw2uxiDuvIie6F0jTdO05FEGwysj6zJZMZWP4UiC2xqLOpzGrypEtDqJ70bn07LSAdV17Pkj3cLD4iaWI61x6LjpXKpWitLSUU089lalTp3J5GHmRvPLKKzz77LP88pe/dIk/8vF1LrkrdiNQTooYjYODg859UtTjRJNIEYSyefNmILAMrDmqnU6hJy06YQGQ9stFzU2lUvT29rJixQpeeOEFvva1r7nIRF1dHQsXLmTWrFn8/u//fkZn31WrVrFixQpWrVrllIo18WVSZ++MGo9IQNkWjZRatjKBkEXX25uRMafFJA6BxR9klmvhCYSz1Xuz+RY2WchaIJDOOFQymMZt8zq0GOUyyKqQZVJRUUHJ6CgTJ05k0e/9HhdddBGlpaXuHtesWcO2bdu49957+fKXv0xHR4cL46pepIhZkMYmbIjXZolmu05WcaxcufJgp9xxJZEiyJKVK1eyePFitxAsj1y7guWSQ3qB2hx7JQapSAkEJuju3bvZvn07nufxta99Dc/zqKqqIicnxzEc//RP/5QpU6YE2MU99wDwxZtuYuPGjSxfvpzNmzezc+fOoNZBf79bYDY9V0CfFrZQfhtXtwvT+v7atW2pbu1+2WxAfU+L1FpN4hsAjiJtkXy5LDZ1WQVZrRWh6MPcuXNZuHAh55xzjguDSgb+/d/ZvHkzD6xezXe+8x1aW1tdGDU7DdvSj5WJqfetZ2FBRolNMrOEKn33RFUCECmCMWXlypXk5+e7VlOWGwBkAInaEbVr2mIYtiiGDU8BLs0VcK3AOzo62LJlC//5n//pJtktvb0UFBSw6mc/Y8aMGcyaNYvPfOYzzJ071/H4rTQ3N7N582befvtt2tra2LVrF21tbXR2drpmKkrNVYKSAEK5JPrdUqsVzhT5SdwCa5VA2q/PTiKy+Qm5ubnU1NRQX19PfX09JSUlzJ49mzlz5jB9+vQx38m2bdt47bXXWLduHb/4xS/Yu3cvXV1dLmJxY9id6LHx4927UFMS21lY71OKWr69tTqsZNcZADIyPmOxGG+//bYLyZ6oEimCA4htY24XM5Dhd8ttkK+eHa7KzlLTuZT5Z/1dgV8yU0dHR/F7ehgYGGDr1q1s3ryZZ555hsLCQioqKigqKmLmzJnMnDmTRYsWUVZWxuTJk6mtrWXJkiXvuJ99+/axe/duWltb2bVrF/v376ezs5Opzz3H8PAws2pqnEUhpWHj7bY5ie/7lJu8/KKiIpfgU1RURElJCeXl5VRWVnLW+vWUlpZy7Sc+QV1dHcXFxRnt1K2IZfjmm2+yadMmtm3bRmtrK42NjbS3t7uxCHjUeGzxUVkwFjyENOZgk4dkjVjLD9LJZGKD6v1LYUIajzjRlQBEiuBdZeXKlSxcuNCwHCcsAAAZV0lEQVRNAIuA26xDLXjILI4qawHI8DeBDLNXprgmpi11JdxBfAddY8+ePeTm5vLmm28609aSZyTq1VdUVERhYSHl5eWOeAQwYcIETj/9dEpKSrjw4x/H94M2asXFxY4pKBcnWxRq9bygJFt7ezupVIqOjg76+vro6upi9+7dDA0NsbuhgQe/9S0GBgbo6elxhV71/OyzhTS70oZKbbk0lZGTFWMbv2qXl7Kw/r4FHm3WpnWrbNRBCVbigkiZyFI4GNrwiSCRIvg1ojDQmWee6Ux9G/vOBpisu2B9bki34rYxd01IOwktMUWi8wi1Vm1+7W7yrdVcxFJpVSmovb2dhoaGDD9/eHiYW3p7Ax7BQw+5Mdiy6HYR2VCa/dzWLBA4qedxUxgu3TxhgjtG35drYXMzpAyEUWgXVg2EWCzmFr5tXGKzK4eHh139AY3J7vzCSOw71f8t3qLnKt6C7v9kUQCSSBEcpLz66qvMnz8/g41mw2uQRo9t7Nui4wIb7WTLzoiTIslOzxWwJ0pyduafjtVn2UCeNWuzd9acsLlpXl6e6+RkLQDLmbcYgcYkPoCeje5PkZWcELSDTIWpsUvB6Zlk5/drQQJufGMBlhZgtKFTKd5s0NQyMC1ByNKo9axtHYRVq1YdkTl1PMk7sy4iOaCsX78+w+e0iLKiA2OFyCC9+2nCW0BOx1lrQkoim9ik4iKWe6DdTqJzZocLFebTxLdh0uzoCKQLh1j+gS1eYklQkKmUJNaqGSs8l31/tvehvT89H7kIGqMFLK0FJqUrJSr3S/dnLTC5VFr4NhxoORwDAwM07NnDySjH1CIoBq47iue/4GicNOSNnzp9OvNC4ogWr40u2HCUXfSQqSCkFGxo0v59Xm9vsEjb2zNCVhan0LUF3Om82a6Jxur7PiMhdRlgflhYw8bMLR/AukD23FbJWNfA1kHwfZ8z+/rAS7dvs2JdBfsc7XOy17bPQMp1pKeHM3p73bO2isOeQ2OS62MxHB1vla9V1G9v28apwKkcXTnSc/ZgqconXYOT90ve3raNU/LzKQ67KEkJaCJrQh3Ib7Z0ZYti6/+yCgAHglklYckslgxkr+37mWW2JdZisFiApfbqpwXxXPXmUAHoWjaqou9YF8j3fcgal7V8soFCKVM9P1kh+sz+zY7XFkm117aKRUxAvQ/5/5ambO+/vb2dnlDJnMxycjY4yZKjdo2BARgY4PniYqqrq93HNkQo4pEmsCUc2SQh3/ddf0FI585r8asKkhaBNfttaa3sxazzWN8c0jt4PB4np6mJeDzOQ2EhEy1Ou6NmVxGy7pEl3ljOgcstaGwE4GETbgQy/m/JT3o+1g2Tn65nZk12C1g+Fj4nSTYpyO7yNvfBfsf3fcfBGEtO6Dl7AIkwgiMgO3fuzMgPsDkKNnwI6XRXTVwBeALxbEjO7oyQabpr4grVFnagHc0CitblsLu4/q9Fp8QmLW5rwWjx2AUDvMOaEbhnow9SgDLlLR6hIi+WAWktAFk12r2zXR2NAch4bhKbBQnpTkTZ57BRoKGhoQMqgZNVoqjBEZINGzYAQZjR+qMSW9xTwJ4WNWR2wpVloJ3O84KMQ/HitWhTqVRGuq4F+bJRd+20+p7Nn7AyVsQjGxy1OQlSaDqnLBAbkrOKxX7PpvFaK0Qlz0RbtlwL+7sUn43k2IxAjctaNzYEqt9tOHjdunVHcFacOBIpgiMs6mEnerKSgWziDqSzAYGMhS1z2ZYIFxAoRF1WhKIA2tHtsdmgos2o1M5t8Qjrc0MmnTabiKPjxL6UBaQkIGu5aCHqXkZH0wVDbJpwNkhnC8JIiVomoI2KSGQJKFnKKjllOVrA1t7jiZY2fKQlUgRHSaQQFi5c+A6SEeBCeAKu9LmqDqlRqAUTRUFWWzAgwwyXv6zd04bHtINq8YiCK4tBIhdHY9DvVpnZCIgWrdh92dbGWKFW8QtsBSG5URZE9DzP5WEopVkLWIt9rExL4Qg2iqPPsgHI31QLIFsijOAoy5o1a9xC14SHdOKKfOdsFFy7m53M2YxBywPQsTp3dhhNRULswpT1YM+rcdoWXqrCq/FZjEKWjcUZZEFokcoa0E4+ODjoFrtVXPa+LadB1xsrYiElpO/Y61mLSsrQPr9ICaQlsgjeB9GEGz9+PPX19RmgmcxeSPvinudlNAjRohMaL1KNFlZ24kx2mNEqDUsEyo63S+FAZks3e06Z1zqfFJuuoazE7OiF5ejLsrG7uaUAy2qxMX8pA1kMehZ6HtnEKZ3XWlTxeJw9e/bQGEYxIklLpAjeR2lpaaGlpYVZs2a5JKJsBp0AQGX46Ri7SLVQbO6+ZchZ4M3uivq+pT1b0pHdLXVcttmt37PdDstnsCxKuSv2HAL41D9BYVaNS4scMjkUNnxpSVeWcyE3zLopQ0ND9Pb28vbbbx/+SzxJJVIEx0C2bNni/r9gwYKMhSlAT9x/S1SS363jZb7n5ubS19dHYWFhRlx8LCVgEfRsi0A4goA17dxC8K1i0XezE7As4GnDk1q88XjcNWGFdL3DbPfChkk1fl1b+IaemXWRrJvleR4vv/zyUXqLJ5dEiuAYi/VTVRkpm2asRShgDdJ+rxZEcXGxqxegha3FNhZ7UAvY1laANJAnk9yG2ixz0uYJqMOyLa4qa0GApM5jMyxl0VgXwbpH2ZaJvabuQyQjy3M42TID3w+JwMLjSFTqyu7WkOnDW9/bhgy1QGyxjpGREedfW2ReC9qa4BYstCHAbJPbMiYhXWxFf5OSsNTe7DCf5TZYYDP7vrPxCRtm1L/sRKdICRyaRBbBcSY2nj1x4kRyCwpcdEFAnyXn2DCd/HUpDRun9/10m3O7q8t0t7wGmdXFxcVuwdvuS6Lm2nCk3JhsJqXEuhe2+rHGpWtKcckVUtMYS7gSDjE8PMzu3btpbGxk7tF+MSe5RIrgOJY9e/awNfx/V36+q8EH6cUwNDREQUGB4yUo1CcXIztCYHfcbH6APrOLLhaLOSZfPB535bplGVhrRJaAri/z34b9pMgsgKjvZidaifKcTW9ub29n69at76A7R3LoEimCE0RUbl1y3XVBArd2dlGNtTiVvCTT3SoQC/Tl5uZSG5Y7O3vmTBeahHSzFe3itgqQjQ7YOL/nBQVKVXtxeHiYeWvXEovFKF28mMLCwowoiJiDFtOQMrEK5Ytf/OJ77hoUycFLpAhOUHnkkUcA+MIXvsDpp5/Ovn37GB0dpTzszCxXQYtOJb3j8aBOonzvwsJCKh9+mPy8POZef737zFYl0qK3fr92dksKEp1a15dCKAkByLPuuMNZFXJ3ioqKXHFQuSq6xp49ezjvvPNoamo6Bk/4N0siRXCCy7/+67+6/5eVlTFt2jRuvfVWl9SjmL2IS76fbnsmrGDRa68xMjLCypBoox1aWMC+ffsy2pPZNOH8/Hz6+vqcny9qtAU4L9m5k9HRUX755JMZLkF2wtMvf/nL9+GJRTKWRIrgJJLu7m7Wr19/wO6748aNY9asWW6RC7Ev6eoiJyeH5W1tGanPFk/Izi8QsGexCpsibOsKzAnbx+8cGeHtt992FYEjOX4kUgS/QTI0NMSmTZve8fkioHb8eAe+CcHPrk5sCT5WMYiLYMOZ9jpnhz9fP0r3FcnhyzFti+55Xjc4YPxoSRnQfQKf/2S5xslwDyfiNab6vv/rqwJm13Z7P/8Bd5/o1zgZ7iF6Tr9518j+d6yZhQ+fBNc4Ge7h/bjGyXAPJ9M1MuSYugaRRBLJ8SHH2iKIJJJIjgOJFEEkkUQSKYJIIokkUgSRRBIJkSKIJJJIiBRBJJFEQqQIIokkEqJcg+NGkp73UeCzwDDBeykFNgL/lfD955KeNwX4AbAY+IeE7//1sRrroUjS8yYCXwTOAQaBcqAT+KuE779ojssBvgLcHP69CFgOfDnh+30HOPc3gd8HLkn4/vNH8TZOWoksguNAkp73EeDrwEcTvn9pwveXAJcD84EPASR8f1fC9y8GTtTk/LOAq4BrE76/FFgIvAY8lfS8SnPcXwB/DHwo4fsXARcC5wPfGeukSc+7CLjzaA78N0EiRXB8yG3AsoTvuxa8Cd9vBb4GdByzUR1ZWQXckvD9boBEQGl9BigEJpvjzgE2J3x/e3jcfuB54PrsEyY9rwj4NoHyiOQwJHINjg8ZAs5Pel5lwvfdwk/4/v8c4Pj8pOd9AzgTmAT8c8L3/01/THredQRmuEfwjvcDiYTvrw///r+AzxBYHJ8CPgJUAcXAXyR8/2fmXBMJrJXZBBlxKeDPEr7/nrqGhoqt1Zx3PPB7wGMELpDkx8DdSc87J+H7L4fHXQeM1Z7o/wL/BWwZ42+RvAeJLILjQ/4DqAPeSnreN5Oed1nS88a9y/F3AF8PXYUE8M2k5001f78VuD/h+xcnfP8C4D7g8aTnlQIkfP87wB+aY69P+P5C4O+AnyQ9bz5A0vMKCXbjFmBBeL1/B15Iet40XSzpeU8nPe+pg7nRpOfNSHreGmB3+O/WhO+7dkoJ378X+G3gkaTnvQ7sIlBQv5t1nkuBM4BvHMx1I3l3iRTBcSAhwHUugan8aeBpoCnpeV8Pzd9seTbh+7v1fyCHwDqQ/CXwPfP7vUA98MExzvWNhO8PmeP2ElgTEPjeM4C/DU15Er7/U6CXYDeXlBAs1l8rCd9/K1Q69QTK76Wk55Xo70nP+xhwN4GCmBMek8RYBEnPKwa+Bfy2VSKRHLpErsFxIgnfXwvcFk7yK4FPEIBm84Arsg5vMN/rSQaVgsrN3wuA7yQ97zQCU14pphPGuPQOcy4/6XlvA6eHHy0ARoH7k6bEOYGLUGa+t/hg7tFKwvc7kp7320AzAeL/98mg5NG/AD9N+P4L4XFdSc97C1iZ9Ly5Cd9vIVAM3034fuQSHCGJFMFxIEnPqwb6Er4/EIbIHgAeSHret4HfS3pemUC2UMYq6O+F5yoEfgWsBS4LwTaSnufrmEOQyxK+n/r1hx1Ykp6XC4xkuQEtSc9rJW3N1BBgFdndSt8GqoFrgHsIFOWcpOfdEP5dSvAbSc/rAr6a8P1nD2e8v2kSKYLjQ5LAk0A2OLiZYDd/L0UjPkCw8/+5UQLvhjdMIywXF+7IpwLPhX9bS+A+nga4IoRJz/sEsD/h+z9+D+P6TwJg8H5zngKgAmgPP2oD+nmn5TIx/NkPkPD9U+wfk553cTjmP4x4BIcmEUZw/MgfhZYBAEnPqyFwDx5J+H7PezjP20AfcEUy3bLojnc5/tPhbg3wWwSL8Ovh7/9DgMh/VcckPe9U4K+AV8xYn0163sHUIv9C0vPKw+/EgH8gUHL/BRBaC/8O3Jn0vFnhcfnAnxJgBM8cxDUiOQSJLILjQ75HsOifSnpeD4GCLiYoWZUECEk3PyMAzz4RLvLvEbANAf4sdCH+Nel5txCE1l5Let5mYE32Meba9wE/T3peHQHo92GFGRO+3x/utl8HNiU9by8B5nBXln9eQIAlvJt8B/gc8Hx4j4UE+MCShO+vNsf9OUGY8b6k5+0Lx7QVuDTh++1Z5yTpec/zTtdgacL3o35o70GiUmW/oWLM6VMSvr/j2I4mkmMtkWsQSSSRRIrgN1FCZqGIOPclPe/aYzmeSI69RK5BJJFEElkEkUQSSaQIIokkEiJFEEkkkRApgkgiiYRIEUQSSSREiiCSSCIhUgSRRBIJkSKIJJJIiBRBJJFEQqQIIokkEiJFEEkkkRApgkgiiYRIEUQSSSREiiCSSCIhUgSRRBIJkSKIJJJIiIqXHrQkPW8HQavyIfNxTfiz1XxWALwStgd7XyWsJLyAoET4x8L2YYdzvlKCKsbFBO3JJyd8v8H8fTkwkPD9yw7nOsdCwmKtv0vQ8m0SwVrYDPxHwve/N8bx9wJXE7Stz5ZrEr6/bozvnEPQoHUBwTPsBlYStHjP7t1wTCVSBO9NbrZ180PlQML3p5nPPkFQkfg9SdLzfoeg9v+FCd9ffiiDS/j+ZUnPu4ygZdphS1hGvS7peX9L0EYtW6qBgSNxrWMgLxAo9g8Dy4A8gkX73aTnzUv4/h+O8Z0PHey7CStJfw/4HeBmgrLtv0vQ5/L7vLOJyzGVSBFEcjgy71gP4DAkBvylWqsRKLT/nfS8K4E/SHreNxO+v+1QTpz0vHqCjkx/FvaKlNyd9LylBJbBcSWRIjh4WcrYrbmz5ecEjUlPekn4/lhm8oki3wYeHePzlcA5wELgkBQBQf+GfNI9J5wkfP/2QzznUZVIERykHKxPF/YodBo/6Xmzgf8DLCHYhZoJzMNvq8Nw6NsvCr/yYNLztMBuS/j+sqTnnQV8HriIoOFHjKDrz58dbk+CpOd9hqCzcQ1Bk5KtBL0X7zZdkrO/U0/Q6ehA2EEZ8L+BWwgwk37gdYJmKvea+5Y5/lsEuMYg8BTwlYTv7zLnG0/wDK8gWGD7gJeA/zrUFmcJ3/+XA/xJ7eE6D+W8odwAbEn4fu9hnON9lShqcBQl6XlzgVUEz3lWwvfHE7Tv+ifg33RcCLapFfmHEr5fF/5bFn72cYId6tKE79cSNA2tA5aFgN6hju93wrH8TsL3JwDTCRbY/weMP9D3Er7fmPD9OtIl0e05iwiasF4HXBGOdzGQS7BDFoXHxYCHCPzmOxK+X0mgDGcSdD6uNaf9GTAZOCvh+/XApcAc4MtZ1y5Jel7Fe30OWbKQAPxdNsbffivpeS8nPa8x6Xk7kp73o/Ad2zHkEvSfbEx63pVJz3s+6XnNSc/bmfS8/5f0vCmHOb6jIpEiOLrybYLWXv9L/QsTvv8YAVj02aTnXXCQ59lF0NR0V3iOPQQWwiTgzsMY34eAN9RyLLQAvgy8ytjo+MHInwDzgT9QW7SE7zcTLHgrdxHs8H+Z8P2Xw+MagM8C9QQKk6TnVQHnAw8nfL8rPG4XgcVhrYYSAlN+d9LzJh/KwJOe90ECRfBXCd8fCwStIrByJhB0Zp4KrE563pKsY+LAWQSW318QNHG9hcCieznpeZMOZXxHUyLX4ChJuKNdBLyY8P3WrD8/BHyGALH+tSh0wvf/eYyP1Xtw7hh/O1hpAa5Net6XCMJm3aHZftZhnPN2AiWSgZMkfH9nGNHYb46DwBWwspHARbgK+GMCN2Af8MWk520Fnkn4vh8q1MfM94aBPQSuU/97HXTYmflu4EGCRqzZ8vtAt2nr/nrS824jUD7/QWAFQOC6AFQCv5fw/ZfC39ckPe8PCPpZ/hXvVIzHVCJFcPRkRvhzLIBxb9Yx7yphB+E/IvA967P+XHBIowvkKwQm9j8Cf5P0vKeBHwI/T/h+6hDPOQNoGQtITPj+M1nHAaxNuqbNToYIFhIJ3x9Iet7Hge8ShEX3JD3vZwQYhmvVHu7gZx7KgEM35V6CyMGdiTG6/iR8/x2YQcL3G5Oetwa4IOl5MxK+/xaZSigbNH6KIIx4xaGM82hK5Boc5xJO0meALxDgCJNC//ywzcuE7+9N+P65wAUErcnPB+4n6Fic/65ffncZ9+sPcTLDYCL6Vxreo8b5AMH9fpzAYvgcsD7peV84jDECEHaV/g8CbOLqhO+/V2uiOfwpTKWNtNXTYQ8MXa9u0kS040YiRXD05K3w54Qx/qbPth7EeRaE/36Q8P1nD2OnfockPS8HIOH7LyZ8/3MEi+17BArhUMNcW4GqpOe9QxkkPW9iaIJD2rWZOMZxp4SsPDfOhO/vS/j+DxK+fzWBFbMD+MexrvMe5V+AC4HLEr7fEV5vQhgZ0fWnJz3vtw/wfYGabQCh6/By+FnGgg+BxDIymajHhUSK4ChJCJD9CliU9LzsHeCG8Of95rN94c84QNLzbkx63qcJ/GUITEorRwJ9/lXS824yY94PfCv8tfwQz3k/4BGAaU6SnvcBYDdp1+bH4c+bxzjHfwB3hN+bAbSHO7fGuZnA184jAGN1jZLQjTooSXre3wPXA0sTvt9i/vR7gF3404G/Cxey/X4tcDawTcBoKN8Pf2a7AJcSPJux+AvHVCJFcHTlcwQ+478pzJf0vGsITNx/T/j+i+bYN8Kfc0J34A8IzNU3gNeAu5Ked254jkrgm0dojH+mkFa4W38mHPNDh3i+fwI2AH8fLmKSnjeRAIj7vmHr3UsA9v1J0vMuDY/LS3re/wZOB75uzlkG/LV2/6TnnUqwgJ9QJMFEDRoOBpVPet5fAH9OECb83aTn/bX+EXA+sqUW+I7Ck0nPm0rAi8gleM9WfgA8R6A8zg6Pn00Qbt0J/M2vG9/7LVE35EOQpOd9Ffg0mUlHyYTvJ8c4NptQ1EKASjtCkTn2/xDsRDFgHfDxhO+3hpPu/wKXEABpe4DvAP+PwB/tIdi1HiKddNRNsFMteJf7uIgAvV5MEN9PAWuBv0n4/itjJB21Euz4f0cmoagVuD/h+58Pz1tGgIzfQrBr9xEs/L+3JKVwYX+JIJRYQWAVLScI370dHpNHwNe/jQBgzAnPdz/wDyLthJjGy+F4zkn4fvuB7js8vi889kDylYTv/6059y0EVsrp4X374Vi/pvBn1vkLCcDYOwkUWR/wSHhvzdnHH2uJFEEkkUQSuQaRRBJJpAgiiSQSIkUQSSSRECmCSCKJhEgRRBJJJESKIJJIIiFSBJFEEgmRIogkkkiIFEEkkUQC/P+JOeGZQSsKRQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_slices(batch, scan_indices=[0], ns_slice=[128], grid=True, clims=(-1200, 200))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Going on with `preprocessing`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Luna-dataset provides cancer-annotations for targets:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "ANNO_PATH = os.path.join(PATH_TO_FOLDER, 'data/annotations.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>seriesuid</th>\n",
       "      <th>coordX</th>\n",
       "      <th>coordY</th>\n",
       "      <th>coordZ</th>\n",
       "      <th>diameter_mm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.3.6.1.4.1.14519.5.2.1.6279.6001.100225287222...</td>\n",
       "      <td>-128.699421</td>\n",
       "      <td>-175.319272</td>\n",
       "      <td>-298.387506</td>\n",
       "      <td>5.651471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.3.6.1.4.1.14519.5.2.1.6279.6001.100225287222...</td>\n",
       "      <td>103.783651</td>\n",
       "      <td>-211.925149</td>\n",
       "      <td>-227.121250</td>\n",
       "      <td>4.224708</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           seriesuid      coordX      coordY  \\\n",
       "0  1.3.6.1.4.1.14519.5.2.1.6279.6001.100225287222... -128.699421 -175.319272   \n",
       "1  1.3.6.1.4.1.14519.5.2.1.6279.6001.100225287222...  103.783651 -211.925149   \n",
       "\n",
       "       coordZ  diameter_mm  \n",
       "0 -298.387506     5.651471  \n",
       "1 -227.121250     4.224708  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "nodules_df = pd.read_csv(ANNO_PATH)\n",
    "nodules_df.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make use of it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "preprocessing += (Pipeline()\n",
    "                  .fetch_nodules_info(nodules_df)\n",
    "                  .create_mask()\n",
    "                  .normalize_hu())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also we normalize data-range to [0, 255]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Perhaps you need to `dump` preprocessed scans and get back to them later?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "dumping = (Pipeline()\n",
    "           .dump(fmt='blosc', dst=os.path.join(PATH_TO_FOLDER, 'data/dump_dir/'),\n",
    "                 components=['images', 'masks', 'spacing', 'origin'], i8_encoding_mode='linear'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# batch = (lunaset >> (preprocessing + dumping)).next_batch(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch = (lunaset >> preprocessing).next_batch(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "check out the results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_slices(batch, scan_indices=[0, 0], ns_slice=[156, 156], grid=True, clims=[(0, 255), (0, 1)],\n",
    "            components=['images', 'masks'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's have a look at two scans:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "two_scans_dataset = Dataset(index=FilesIndex(path=os.path.join(PATH_TO_FOLDER, 'data/raw_blosc/*'), sort=True,\n",
    "                            dirs=True), batch_class=CTIMB)\n",
    "\n",
    "preprocessing_raw = Pipeline().load(fmt='blosc', components=['images', 'spacing', 'origin'])\n",
    "batch = (two_scans_dataset >> preprocessing_raw).next_batch(2, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_slices(batch, scan_indices=[0, 1], ns_slice=list(batch.images_shape[:, 0] // 2), grid=True, clims=(0, 255))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One can see that the lungs are larger on the left scan. This can be explained by a big difference in scale (represented by a grid). This can be a source of uncontrollable variation in the training dataset. In order to make scans more isotropic, we add action `unify_spacing` to our preprocessing workflow."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "SHAPE = (100, 256, 256)\n",
    "SPACING = (1.7, 1., 1.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "preprocessing_raw += (Pipeline()\n",
    "                      .unify_spacing(spacing=SPACING, shape=SHAPE, padding='constant'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now pass a batch through the workflow and see the difference:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch = (two_scans_dataset >> preprocessing_raw).next_batch(2, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_slices(batch, scan_indices=[0, 1], ns_slice=list(batch.images_shape[:, 0] // 2), grid=True, clims=(0, 255))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Augmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "LUNA_BLOSC = os.path.join(PATH_TO_FOLDER, 'data/scans_sample/*')\n",
    "luna_blosc = Dataset(FilesIndex(path=LUNA_BLOSC, dirs=True), batch_class=CTIMB)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us add some augmentation actions to the workflow. To begin with, let's *controllably* introduce variation into the scale by randomly zooming in/zooming out on scans:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "spacing_options = [(1.7, 0.8, 0.8), (1.7, 1.0, 1.0), (1.7, 1.2, 1.2), (1.7, 1.4, 1.4)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "here we define spacing randomizer, a function that randomly fetches spacing:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "spacing_randomizer = lambda *args: spacing_options[np.random.choice(range(len(spacing_options)))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "preprocessing = (Pipeline()\n",
    "                 .load(fmt='blosc', components=['images', 'spacing', 'origin', 'masks'])\n",
    "                 .fetch_nodules_from_mask()\n",
    "                )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "from radio.batchflow import F\n",
    "augmentation = (Pipeline()\n",
    "                 .rotate(random=True, angle=10, components=['images', 'masks'])\n",
    "                 .unify_spacing(spacing=F(spacing_randomizer), shape=(128, 256, 256), padding='constant'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "add some rotation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "batch = (luna_blosc >> (preprocessing + augmentation)).next_batch(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ac04c6eb0d684bbf95b545ab55b0ce09",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.49, description='height', max=0.99, step=0.01), Output()), _dom_clas…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.<lambda>(height)>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interact(lambda height: pil_plot_slices(height, batch.get(0, 'images'), batch.get(0, 'masks')),\n",
    "         height=(0, 0.99, 0.01))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MIPs: a way to reduce 3d-problem to a 2d-one"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Approach of participants in `Kaggle-DsBowl` and `Luna-challenge`: train network on small crops as 1) modern **GPUs** are just not enough to store full scans and 2) it's a way of augmenting the dataset. This approach leads to inference that takes **a lot** of time. Our approach: add *Maximum Intensity Projection (MIP)* in preprocessing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "xips = batch.xip('images', mode='max', depth=7, stride=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "lxip = int(len(xips) / len(batch))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "54710a1ca61d4bde8039b44ed0273f3a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.495, description='height', max=0.99, step=0.005), Output()), _dom_cl…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.<lambda>(height)>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interact(lambda height: pil_plot_slices(height, batch.get(0, 'images'), xips[0:lxip, :, :, 0],\n",
    "                                        batch.get(0, 'masks')),\n",
    "         height=(0, 0.99, 0.005))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Model training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Module `dataset` contains a zoo of neural network models written on `tensorflow` and (coming soon) `pytorch`. Firstly, choose a model from the zoo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# more imports\n",
    "import tensorflow as tf\n",
    "from radio.batchflow import B, V, F\n",
    "from radio.batchflow.models.tf import TFModel, UNet\n",
    "from radio.batchflow.models.tf.losses import dice"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next step is configuring a model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_config = dict(\n",
    "    inputs=dict(\n",
    "        images=dict(shape=(256, 256, 1)),\n",
    "        masks=dict(shape=(256, 256, 1), name='targets')\n",
    "    ),\n",
    "    initial_block=dict(inputs='images'),\n",
    "    output=dict(ops='sigmoid'),\n",
    "    loss=dice,\n",
    "    optimizer='Adam')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# init model in pipeline, assemble training pipeline\n",
    "XIP_PARAMS = dict(mode='max', depth=16, stride=12, channels=1)\n",
    "model_training = (Pipeline()\n",
    "                  .init_model('static', UNet, 'unet', model_config)\n",
    "                  .train_model('unet', feed_dict=dict(images=F(CTIMB.xip, component='images', **XIP_PARAMS),\n",
    "                                                      masks=F(CTIMB.xip, component='masks', **XIP_PARAMS))))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "combining all parts into one workflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "workflow = (preprocessing + augmentation + model_training) << luna_blosc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "training cycle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_ITERS = 1\n",
    "for i in range(N_ITERS):\n",
    "    #workflow.next_batch(1)\n",
    "    pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Inference using pretrained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "LUNA_BLOSC = os.path.join(PATH_TO_FOLDER, 'data/scans_sample/*')\n",
    "luna_blosc = Dataset(FilesIndex(path=LUNA_BLOSC, dirs=True), batch_class=CTIMB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from /home/alexander/Work/Notebooks/Old/PyData/data/unet/e_6_3c_unet/models/logloss/model-230000\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "from radio.batchflow import B, V, F\n",
    "from radio.batchflow.models.tf import TFModel\n",
    "\n",
    "model_path = os.path.join(PATH_TO_FOLDER, 'data/unet/e_6_3c_unet/models/logloss/')\n",
    "config = dict(load=dict(path=model_path),\n",
    "              session=dict(config=tf.ConfigProto(allow_soft_placement=True)))\n",
    "\n",
    "XIP_PARAMS = dict(mode='max', depth=6, stride=2, channels=3)\n",
    "\n",
    "ppl_predict_scan = (Pipeline()\n",
    "                    .init_model('static', TFModel, 'xipnet', config)\n",
    "                    .load(fmt='blosc', components=['images', 'spacing', 'origin', 'masks'])\n",
    "                    .fetch_nodules_from_mask()\n",
    "                    .init_variables(['predictions', 'nodules_true', 'nodules_predicted'])\n",
    "                    .fetch_nodules_from_mask()\n",
    "                    .update_variable('nodules_true', B('nodules'))\n",
    "                    .predict_model('xipnet', save_to=V('predictions'),\n",
    "                                   feed_dict=dict(images=F(CTIMB.xip, component='images', **XIP_PARAMS)))\n",
    "                    .call(CTIMB.unxip, xip=V('predictions'), squeeze=True, **XIP_PARAMS,\n",
    "                          component='predictions')\n",
    "                    .fetch_nodules_from_mask()\n",
    "                    .update_variable('nodules_predicted', B('nodules')) << luna_blosc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "btch = ppl_predict_scan.next_batch(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "99a1302be23f46ff9709b77a85a90c86",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=0.49, description='height', max=0.99, step=0.01), Output()), _dom_clas…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.<lambda>(height)>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interact(lambda height: pil_plot_slices(height, btch.get(0, 'images'), btch.masks, \n",
    "                                        btch.predictions), height=(0, 0.99, 0.01))"
   ]
  }
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